# VirginiAI — full reviewed Virginia research register Canonical site: https://virginiai.com Initial register review: 2026-10-30. Scope: a selected research register, not a census of every Virginia facility or company. Campus and multi-site program records are different units. Planned investment is not completed expenditure; marketed critical IT capacity is not proof of energized utility capacity. Unknown, undisclosed and unverified values must remain labeled. Source publication, source access, desk review, research-edition and project-completion dates have different meanings. This file contains public research only. It does not authorize autonomous publishing, paid discovery or email delivery. Automation remains off. ## Infrastructure records (11) ### AWS Virginia expansion program Canonical: https://virginiai.com/data-centers/aws-virginia-expansion Operator: Amazon Web Services Record scope: program Location label: Multiple Virginia localities Locality: Statewide Region: statewide Source-attributed status: Announced program Confidence: A Investment disclosure: $35B planned through 2040 Power disclosure: Not disclosed for this program Jobs disclosure: No campus-level job total verified Desk review: 2026-10-30 AWS announced a planned $35 billion investment in additional Virginia data center campuses by 2040. This is a statewide program, not a single campus or completed spend. The operator identifies an established presence in Fairfax, Loudoun, and Prince William counties. Individual campus approvals, construction milestones, utility service, and commissioning require their own records. The program is excluded from campus capacity totals. Source trail: - [aws-virginia] AWS’s long-term commitment to Virginia — Amazon Web Services https://www.aboutamazon.com/news/aws/aws-commitment-to-virginia Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Google Virginia cloud and AI program Canonical: https://virginiai.com/data-centers/google-virginia-investment Operator: Google Record scope: program Location label: Virginia, including Chesterfield County Locality: Statewide Region: statewide Source-attributed status: Announced investment program Confidence: A Investment disclosure: $9B announced through 2026 Power disclosure: Not disclosed for this program Jobs disclosure: No project-specific total disclosed in cited announcement Desk review: 2026-10-30 Google’s August 2025 announcement committed an additional $9 billion to Virginia cloud and AI infrastructure through 2026, including a Chesterfield County data center. The announcement combines infrastructure and statewide educational initiatives. It does not assign the full investment to Chesterfield. The stated investment is an announcement covering a period, not a verified amount spent or an operating capacity figure. Source trail: - [google-investment] Google’s Virginia cloud and AI infrastructure investment — Google https://blog.google/company-news/inside-google/company-announcements/google-american-innovation-virginia/ Original source publication: 2025-08-27; desk review: 2026-10-30; accessed: 2026-10-30. ### Microsoft Boydton data center Canonical: https://virginiai.com/data-centers/microsoft-boydton Operator: Microsoft Record scope: campus Location label: Boydton, Mecklenburg County Locality: Mecklenburg County Region: southern-virginia Source-attributed status: Operating — operator confirmed Confidence: A Investment disclosure: Not verified at campus level Power disclosure: Not disclosed in cited source Jobs disclosure: Not disclosed in cited source Desk review: 2026-10-30 Map qualification: Approximate Boydton town locality marker from the Census Gazetteer internal point; not the campus location or parcel boundary. Microsoft confirms that it operates a data center in Boydton. Southern Virginia also hosts Microsoft’s TechSpark community and skills work. The operator’s regional page identifies Boydton operations and community programs across surrounding counties. This record does not infer the status of every building or expansion in Mecklenburg County. Source trail: - [census-places] 2025 Census Gazetteer place internal points — U.S. Census Bureau https://www2.census.gov/geo/docs/maps-data/data/gazetteer/2025_Gazetteer/2025_Gaz_place_national.zip Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [microsoft-boydton] Microsoft in Southern Virginia — Microsoft https://local.microsoft.com/communities/americas/southern-virginia/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Google Loudoun County data center Canonical: https://virginiai.com/data-centers/google-loudoun Operator: Google Record scope: campus Location label: Loudoun County Locality: Loudoun County Region: northern-virginia Source-attributed status: Operating — operator confirmed Confidence: A Investment disclosure: Not separately disclosed Power disclosure: Not disclosed in cited source Jobs disclosure: Not disclosed at campus level Desk review: 2026-10-30 Map qualification: Approximate Loudoun County locality marker from the Census Gazetteer internal point; not the campus location or parcel boundary. Google identifies Loudoun County as the location of its first Virginia data center, opened in 2019. Google’s Virginia report describes ongoing operations at its Northern Virginia facilities. Statewide Google investment figures cover multiple campuses and equipment; none is assigned solely to Loudoun here. Source trail: - [census-counties] 2025 Census Gazetteer county internal points — U.S. Census Bureau https://www2.census.gov/geo/docs/maps-data/data/gazetteer/2025_Gazetteer/2025_Gaz_counties_national.zip Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [google-virginia] Google economic impact: Virginia — Google https://economicimpact.google/state/va Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Google Prince William County data center Canonical: https://virginiai.com/data-centers/google-prince-william Operator: Google Record scope: campus Location label: Prince William County Locality: Prince William County Region: northern-virginia Source-attributed status: Operating — operator confirmed Confidence: A Investment disclosure: Not separately disclosed Power disclosure: Not disclosed in cited source Jobs disclosure: Not disclosed at campus level Desk review: 2026-10-30 Map qualification: Approximate Prince William County locality marker from the Census Gazetteer internal point; not the campus location or parcel boundary. Google reports that construction of its Prince William County data center was completed in 2023 and describes the Northern Virginia facilities as operating. A separate campus record preserves the distinction between this facility and Google’s statewide investment program. The cited page does not supply campus-specific IT capacity, water demand, or employment. Source trail: - [census-counties] 2025 Census Gazetteer county internal points — U.S. Census Bureau https://www2.census.gov/geo/docs/maps-data/data/gazetteer/2025_Gazetteer/2025_Gaz_counties_national.zip Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [google-virginia] Google economic impact: Virginia — Google https://economicimpact.google/state/va Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Google Chesterfield County data center Canonical: https://virginiai.com/data-centers/google-chesterfield Operator: Google Record scope: campus Location label: Chesterfield County Locality: Chesterfield County Region: greater-richmond Source-attributed status: Announced — current construction stage unverified Confidence: B Investment disclosure: Part of broader Virginia program; campus amount not disclosed Power disclosure: Not disclosed in cited source Jobs disclosure: Not disclosed in cited source Desk review: 2026-10-30 Map qualification: Approximate Chesterfield County locality marker from the Census Gazetteer internal point; not the campus location or parcel boundary. Google’s 2025 Virginia investment announcement includes a new Chesterfield County data center. The cited announcement does not establish its current construction or operating stage. The campus belongs to Google’s broader Virginia program; the $9 billion program amount is not a campus valuation. Current local approvals, power arrangements, and completion milestones require separate project-level verification. Source trail: - [census-counties] 2025 Census Gazetteer county internal points — U.S. Census Bureau https://www2.census.gov/geo/docs/maps-data/data/gazetteer/2025_Gazetteer/2025_Gaz_counties_national.zip Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [google-investment] Google’s Virginia cloud and AI infrastructure investment — Google https://blog.google/company-news/inside-google/company-announcements/google-american-innovation-virginia/ Original source publication: 2025-08-27; desk review: 2026-10-30; accessed: 2026-10-30. ### QTS Richmond 1 Canonical: https://virginiai.com/data-centers/qts-richmond-1 Operator: QTS Data Centers Record scope: campus Location label: Sandston, Henrico County Locality: Henrico County Region: greater-richmond Source-attributed status: Marketed campus — phased delivery Confidence: A Investment disclosure: Not disclosed in cited source Power disclosure: 238 MW critical campus capacity — operator specification Jobs disclosure: Not disclosed in cited source Desk review: 2026-10-30 Map qualification: Approximate Sandston CDP locality marker from the Census Gazetteer internal point; not the campus location or parcel boundary. QTS lists Richmond 1 as a 207-acre campus in Sandston with 238 MW of critical campus capacity. The specification is an operator campus figure, not a verified energized load. The operator describes six facilities in the master plan and 2.3 million square feet of current space. Building-level completion and delivered utility capacity are not established by the marketing specification. Source trail: - [census-places] 2025 Census Gazetteer place internal points — U.S. Census Bureau https://www2.census.gov/geo/docs/maps-data/data/gazetteer/2025_Gazetteer/2025_Gaz_place_national.zip Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [qts-richmond] Richmond 1 campus — QTS Data Centers https://q.com/data-centers/richmond-1/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### QTS Ashburn 1 Canonical: https://virginiai.com/data-centers/qts-ashburn-1 Operator: QTS Data Centers Record scope: campus Location label: Sterling, Loudoun County Locality: Loudoun County Region: northern-virginia Source-attributed status: Marketed campus — expansion stage needs confirmation Confidence: B Investment disclosure: Not disclosed in cited source Power disclosure: 55 MW+ DC1 specification; DC2 delivery not verified Jobs disclosure: Not disclosed in cited source Desk review: 2026-10-30 Map qualification: Approximate Sterling CDP locality marker from the Census Gazetteer internal point; not the campus location or parcel boundary. QTS markets a two-building, 28-acre Ashburn campus. Its page lists 55 MW-plus for DC1 and a separately described DC2 expansion. The source still labels DC2 under construction with a Q2 2026 target. Passing that target is not evidence of completion. This record retains the source’s discrepancy rather than counting the expansion as delivered capacity. Source trail: - [census-places] 2025 Census Gazetteer place internal points — U.S. Census Bureau https://www2.census.gov/geo/docs/maps-data/data/gazetteer/2025_Gazetteer/2025_Gaz_place_national.zip Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [qts-ashburn] Ashburn 1 campus — QTS Data Centers https://q.com/data-centers/ashburn-1/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### QTS Manassas 1 Canonical: https://virginiai.com/data-centers/qts-manassas-1 Operator: QTS Data Centers Record scope: campus Location label: Manassas area Locality: Manassas area — parcel jurisdictions require verification Region: northern-virginia Source-attributed status: Marketed campus — master plan Confidence: B Investment disclosure: Not disclosed in cited source Power disclosure: 190 MW+ critical campus specification — planned buildout Jobs disclosure: Not disclosed in cited source Desk review: 2026-10-30 Map qualification: Approximate Manassas city vicinity locality marker from the Census Gazetteer internal point; not the campus location or parcel boundary. QTS describes a 105-acre, planned six-building campus with 190 MW-plus of critical campus capacity in the Manassas area. The operator lists Godwin Drive addresses and future buildings. A postal address alone does not establish the legal jurisdiction of every parcel. The full planned campus specification is not treated as currently operating capacity. Source trail: - [census-places] 2025 Census Gazetteer place internal points — U.S. Census Bureau https://www2.census.gov/geo/docs/maps-data/data/gazetteer/2025_Gazetteer/2025_Gaz_place_national.zip Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [qts-manassas] Manassas 1 campus — QTS Data Centers https://q.com/data-centers/manassas/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Vantage Ashburn III / VA3 Canonical: https://virginiai.com/data-centers/vantage-ashburn-iii Operator: Vantage Data Centers Record scope: campus Location label: Ashburn, Loudoun County Locality: Loudoun County Region: northern-virginia Source-attributed status: Marketed campus — full buildout not verified Confidence: B Investment disclosure: Not disclosed in cited source Power disclosure: 288 MW critical IT load — campus specification Jobs disclosure: Not disclosed in cited source Desk review: 2026-10-30 Map qualification: Approximate Ashburn CDP locality marker from the Census Gazetteer internal point; not the campus location or parcel boundary. Vantage’s VA3 specification describes a 134-acre campus planned for seven data centers and 288 MW of critical IT load. The owner’s campus page describes the planned scope. It is not proof that all seven buildings or the entire IT capacity are operating. Capacity is retained as critical IT load and is not added to utility demand or backup generator ratings. Source trail: - [census-places] 2025 Census Gazetteer place internal points — U.S. Census Bureau https://www2.census.gov/geo/docs/maps-data/data/gazetteer/2025_Gazetteer/2025_Gaz_place_national.zip Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vantage-va3] Ashburn III campus specifications — Vantage Data Centers https://vantage-dc.com/data-center-locations/north-america/ashburn-iii-virginia/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vantage-contact] Vantage campus addresses — Vantage Data Centers https://vantage-dc.com/company/contact-us/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Vantage Fredericksburg / VA4 Canonical: https://virginiai.com/data-centers/vantage-fredericksburg Operator: Vantage Data Centers Record scope: campus Location label: Fredericksburg postal area Locality: Fredericksburg area — parcel jurisdiction not verified Region: i95-corridor Source-attributed status: Planned campus — operator targets first building in late 2027 Confidence: B Investment disclosure: Not disclosed in cited source Power disclosure: 192 MW critical IT load — planned campus specification Jobs disclosure: Not disclosed in cited source Desk review: 2026-10-30 Map qualification: Approximate Fredericksburg city vicinity locality marker from the Census Gazetteer internal point; not the campus location or parcel boundary. Vantage describes its planned Fredericksburg VA4 campus at 225 Centreport Parkway as three facilities with 192 MW of critical IT load. This is a planned campus specification, not verified delivered utility capacity. The operator’s campus page describes an 82-acre site and a target for the first building to become operational in late 2027, with additional phases through 2028. These are operator delivery targets, not verified completion milestones. The Fredericksburg postal label is not treated as proof that the campus is within the independent city’s boundaries. Source trail: - [census-places] 2025 Census Gazetteer place internal points — U.S. Census Bureau https://www2.census.gov/geo/docs/maps-data/data/gazetteer/2025_Gazetteer/2025_Gaz_place_national.zip Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vantage-va4] Fredericksburg VA4 planned campus specifications — Vantage Data Centers https://vantage-dc.com/data-center-locations/north-america/fredericksburg-va/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vantage-contact] Vantage campus addresses — Vantage Data Centers https://vantage-dc.com/company/contact-us/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ## Published research editions (13) ### Virginia AI daily brief — 2026-11-05 Canonical: https://virginiai.com/briefs/2026-11-05-virginia-ai-daily-brief Research edition: 2026-11-05; desk review: 2026-11-05. Category: daily-brief; channel: Virginia AI. A Virginia evidence review of the source-governed register; no newly verified primary-source update is presented as breaking news. No new primary-source update passed this edition’s source and exact-excerpt checks. This is an evidence review of previously reviewed material, not a claim of breaking news. Research focus: Permitting & land use. Local land use approvals and DEQ air permits answer different questions. DEQ publishes issued air permits for data centers, including permits for backup generation. An air permit alone does not certify that a campus is entitled, financed, built, or energized. Loudoun’s published guidance records the March 18, 2025 move to special-exception review for data centers. Confirm the rules, prior approvals, and any transition provisions for the actual parcel. AWS Virginia expansion program — AWS announced a planned $35 billion investment in additional Virginia data center campuses by 2040. This is a statewide program, not a single campus or completed spend. [aws-virginia] Google Virginia cloud and AI program — Google’s August 2025 announcement committed an additional $9 billion to Virginia cloud and AI infrastructure through 2026, including a Chesterfield County data center. [google-investment] Microsoft Boydton data center — Microsoft confirms that it operates a data center in Boydton. Southern Virginia also hosts Microsoft’s TechSpark community and skills work. [census-places, microsoft-boydton] Google Loudoun County data center — Google identifies Loudoun County as the location of its first Virginia data center, opened in 2019. [census-counties, google-virginia] Google Prince William County data center — Google reports that construction of its Prince William County data center was completed in 2023 and describes the Northern Virginia facilities as operating. [census-counties, google-virginia] Disclosure discipline: a planned program is not completed expenditure; marketed IT capacity is not proof of energized utility demand. County and independent-city approvals must be verified at the relevant jurisdiction. This edition does not change canonical project facts or confidence grades. Source trail: - [deq-air] Issued air permits for data centers — Virginia Department of Environmental Quality https://www.deq.virginia.gov/news-info/shortcuts/permits/air/issued-air-permits-for-data-centers Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [loudoun-land-use] Data centers: land use considerations — Loudoun County https://www.loudoun.gov/6410/Land-Use-Considerations Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [aws-virginia] AWS’s long-term commitment to Virginia — Amazon Web Services https://www.aboutamazon.com/news/aws/aws-commitment-to-virginia Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [google-investment] Google’s Virginia cloud and AI infrastructure investment — Google https://blog.google/company-news/inside-google/company-announcements/google-american-innovation-virginia/ Original source publication: 2025-08-27; desk review: 2026-10-30; accessed: 2026-10-30. - [census-places] 2025 Census Gazetteer place internal points — U.S. Census Bureau https://www2.census.gov/geo/docs/maps-data/data/gazetteer/2025_Gazetteer/2025_Gaz_place_national.zip Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [microsoft-boydton] Microsoft in Southern Virginia — Microsoft https://local.microsoft.com/communities/americas/southern-virginia/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [census-counties] 2025 Census Gazetteer county internal points — U.S. Census Bureau https://www2.census.gov/geo/docs/maps-data/data/gazetteer/2025_Gazetteer/2025_Gaz_counties_national.zip Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [google-virginia] Google economic impact: Virginia — Google https://economicimpact.google/state/va Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Incentives & taxes: Virginia research feature — 2026-11-05 Canonical: https://virginiai.com/briefs/2026-11-05-virginia-ai-feature Research edition: 2026-11-05; desk review: 2026-11-05. Category: daily-feature; channel: Incentives & taxes. A Virginia evidence review of the source-governed register; no newly verified primary-source update is presented as breaking news. No new primary-source update passed this edition’s source and exact-excerpt checks. This is an evidence review of previously reviewed material, not a claim of breaking news. Research focus: Incentives & taxes. Virginia’s equipment exemption has qualification, agreement, and reporting requirements. VEDP administers a retail sales and use tax exemption for qualifying data center equipment and software. Eligibility depends on statutory investment, employment, wage, and agreement requirements. An announced project is not automatically an awarded or compliant exemption recipient. Review the applicable MOU, tax certificate, qualifying purchases, and performance dates before underwriting a benefit. AWS Virginia expansion program — AWS announced a planned $35 billion investment in additional Virginia data center campuses by 2040. This is a statewide program, not a single campus or completed spend. [aws-virginia] The operator identifies an established presence in Fairfax, Loudoun, and Prince William counties. Individual campus approvals, construction milestones, utility service, and commissioning require their own records. The program is excluded from campus capacity totals. Google Virginia cloud and AI program — Google’s August 2025 announcement committed an additional $9 billion to Virginia cloud and AI infrastructure through 2026, including a Chesterfield County data center. [google-investment] The announcement combines infrastructure and statewide educational initiatives. It does not assign the full investment to Chesterfield. The stated investment is an announcement covering a period, not a verified amount spent or an operating capacity figure. Microsoft Boydton data center — Microsoft confirms that it operates a data center in Boydton. Southern Virginia also hosts Microsoft’s TechSpark community and skills work. [census-places, microsoft-boydton] The operator’s regional page identifies Boydton operations and community programs across surrounding counties. This record does not infer the status of every building or expansion in Mecklenburg County. Disclosure discipline: a planned program is not completed expenditure; marketed IT capacity is not proof of energized utility demand. County and independent-city approvals must be verified at the relevant jurisdiction. This edition does not change canonical project facts or confidence grades. Source trail: - [vedp-incentives] Data center retail sales and use tax exemption — Virginia Economic Development Partnership https://www.vedp.org/incentive/data-center-retail-sales-use-tax-exemption Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [aws-virginia] AWS’s long-term commitment to Virginia — Amazon Web Services https://www.aboutamazon.com/news/aws/aws-commitment-to-virginia Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [google-investment] Google’s Virginia cloud and AI infrastructure investment — Google https://blog.google/company-news/inside-google/company-announcements/google-american-innovation-virginia/ Original source publication: 2025-08-27; desk review: 2026-10-30; accessed: 2026-10-30. - [census-places] 2025 Census Gazetteer place internal points — U.S. Census Bureau https://www2.census.gov/geo/docs/maps-data/data/gazetteer/2025_Gazetteer/2025_Gaz_place_national.zip Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [microsoft-boydton] Microsoft in Southern Virginia — Microsoft https://local.microsoft.com/communities/americas/southern-virginia/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Virginia AI daily brief — 2026-11-04 Canonical: https://virginiai.com/briefs/2026-11-04-virginia-ai-daily-brief Research edition: 2026-11-04; desk review: 2026-11-04. Category: daily-brief; channel: Virginia AI. A Virginia evidence review of the source-governed register; no newly verified primary-source update is presented as breaking news. No new primary-source update passed this edition’s source and exact-excerpt checks. This is an evidence review of previously reviewed material, not a claim of breaking news. Research focus: Water & cooling. Keep facility cooling demand, utility supply, and withdrawal permissions separate. JLARC’s 2024 review examines data center water demand and differences among cooling systems. A statewide finding cannot establish water availability at an individual site. For diligence, obtain the specific cooling design, peak and annual demand, water supplier, capacity commitment, and relevant withdrawal or discharge records. Missing demand is recorded as not disclosed, never zero. AWS Virginia expansion program — AWS announced a planned $35 billion investment in additional Virginia data center campuses by 2040. This is a statewide program, not a single campus or completed spend. [aws-virginia] Google Virginia cloud and AI program — Google’s August 2025 announcement committed an additional $9 billion to Virginia cloud and AI infrastructure through 2026, including a Chesterfield County data center. [google-investment] Microsoft Boydton data center — Microsoft confirms that it operates a data center in Boydton. Southern Virginia also hosts Microsoft’s TechSpark community and skills work. [census-places, microsoft-boydton] Google Loudoun County data center — Google identifies Loudoun County as the location of its first Virginia data center, opened in 2019. [census-counties, google-virginia] Google Prince William County data center — Google reports that construction of its Prince William County data center was completed in 2023 and describes the Northern Virginia facilities as operating. [census-counties, google-virginia] Disclosure discipline: a planned program is not completed expenditure; marketed IT capacity is not proof of energized utility demand. County and independent-city approvals must be verified at the relevant jurisdiction. This edition does not change canonical project facts or confidence grades. Source trail: - [jlarc-data-centers] Data Centers in Virginia — Virginia Joint Legislative Audit and Review Commission https://jlarc.virginia.gov/landing-2024-data-centers-in-virginia.asp Original source publication: 2024-12-09; desk review: 2026-10-30; accessed: 2026-10-30. - [aws-virginia] AWS’s long-term commitment to Virginia — Amazon Web Services https://www.aboutamazon.com/news/aws/aws-commitment-to-virginia Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [google-investment] Google’s Virginia cloud and AI infrastructure investment — Google https://blog.google/company-news/inside-google/company-announcements/google-american-innovation-virginia/ Original source publication: 2025-08-27; desk review: 2026-10-30; accessed: 2026-10-30. - [census-places] 2025 Census Gazetteer place internal points — U.S. Census Bureau https://www2.census.gov/geo/docs/maps-data/data/gazetteer/2025_Gazetteer/2025_Gaz_place_national.zip Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [microsoft-boydton] Microsoft in Southern Virginia — Microsoft https://local.microsoft.com/communities/americas/southern-virginia/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [census-counties] 2025 Census Gazetteer county internal points — U.S. Census Bureau https://www2.census.gov/geo/docs/maps-data/data/gazetteer/2025_Gazetteer/2025_Gaz_counties_national.zip Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [google-virginia] Google economic impact: Virginia — Google https://economicimpact.google/state/va Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Permitting & land use: Virginia research feature — 2026-11-04 Canonical: https://virginiai.com/briefs/2026-11-04-virginia-ai-feature Research edition: 2026-11-04; desk review: 2026-11-04. Category: daily-feature; channel: Permitting & land use. A Virginia evidence review of the source-governed register; no newly verified primary-source update is presented as breaking news. No new primary-source update passed this edition’s source and exact-excerpt checks. This is an evidence review of previously reviewed material, not a claim of breaking news. Research focus: Permitting & land use. Local land use approvals and DEQ air permits answer different questions. DEQ publishes issued air permits for data centers, including permits for backup generation. An air permit alone does not certify that a campus is entitled, financed, built, or energized. Loudoun’s published guidance records the March 18, 2025 move to special-exception review for data centers. Confirm the rules, prior approvals, and any transition provisions for the actual parcel. AWS Virginia expansion program — AWS announced a planned $35 billion investment in additional Virginia data center campuses by 2040. This is a statewide program, not a single campus or completed spend. [aws-virginia] The operator identifies an established presence in Fairfax, Loudoun, and Prince William counties. Individual campus approvals, construction milestones, utility service, and commissioning require their own records. The program is excluded from campus capacity totals. Google Virginia cloud and AI program — Google’s August 2025 announcement committed an additional $9 billion to Virginia cloud and AI infrastructure through 2026, including a Chesterfield County data center. [google-investment] The announcement combines infrastructure and statewide educational initiatives. It does not assign the full investment to Chesterfield. The stated investment is an announcement covering a period, not a verified amount spent or an operating capacity figure. Microsoft Boydton data center — Microsoft confirms that it operates a data center in Boydton. Southern Virginia also hosts Microsoft’s TechSpark community and skills work. [census-places, microsoft-boydton] The operator’s regional page identifies Boydton operations and community programs across surrounding counties. This record does not infer the status of every building or expansion in Mecklenburg County. Disclosure discipline: a planned program is not completed expenditure; marketed IT capacity is not proof of energized utility demand. County and independent-city approvals must be verified at the relevant jurisdiction. This edition does not change canonical project facts or confidence grades. Source trail: - [deq-air] Issued air permits for data centers — Virginia Department of Environmental Quality https://www.deq.virginia.gov/news-info/shortcuts/permits/air/issued-air-permits-for-data-centers Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [loudoun-land-use] Data centers: land use considerations — Loudoun County https://www.loudoun.gov/6410/Land-Use-Considerations Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [aws-virginia] AWS’s long-term commitment to Virginia — Amazon Web Services https://www.aboutamazon.com/news/aws/aws-commitment-to-virginia Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [google-investment] Google’s Virginia cloud and AI infrastructure investment — Google https://blog.google/company-news/inside-google/company-announcements/google-american-innovation-virginia/ Original source publication: 2025-08-27; desk review: 2026-10-30; accessed: 2026-10-30. - [census-places] 2025 Census Gazetteer place internal points — U.S. Census Bureau https://www2.census.gov/geo/docs/maps-data/data/gazetteer/2025_Gazetteer/2025_Gaz_place_national.zip Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [microsoft-boydton] Microsoft in Southern Virginia — Microsoft https://local.microsoft.com/communities/americas/southern-virginia/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Virginia AI daily brief — 2026-11-03 Canonical: https://virginiai.com/briefs/2026-11-03-virginia-ai-daily-brief Research edition: 2026-11-03; desk review: 2026-11-03. Category: daily-brief; channel: Virginia AI. A Virginia evidence review of the source-governed register; no newly verified primary-source update is presented as breaking news. No new primary-source update passed this edition’s source and exact-excerpt checks. This is an evidence review of previously reviewed material, not a claim of breaking news. Research focus: Power & grid. Utility service, large-load rates, and the difference between a request and delivered power. Dominion’s data center process begins with a site plan, load letter, and ramp schedule. The utility develops a project-specific power plan; siting near existing lines does not establish available capacity. The SCC describes a separate large-load rate class and contract safeguards. Applicable rates, effective dates, and obligations must be verified against the controlling tariff and order for a specific customer. AWS Virginia expansion program — AWS announced a planned $35 billion investment in additional Virginia data center campuses by 2040. This is a statewide program, not a single campus or completed spend. [aws-virginia] Google Virginia cloud and AI program — Google’s August 2025 announcement committed an additional $9 billion to Virginia cloud and AI infrastructure through 2026, including a Chesterfield County data center. [google-investment] Microsoft Boydton data center — Microsoft confirms that it operates a data center in Boydton. Southern Virginia also hosts Microsoft’s TechSpark community and skills work. [census-places, microsoft-boydton] Google Loudoun County data center — Google identifies Loudoun County as the location of its first Virginia data center, opened in 2019. [census-counties, google-virginia] Google Prince William County data center — Google reports that construction of its Prince William County data center was completed in 2023 and describes the Northern Virginia facilities as operating. [census-counties, google-virginia] Disclosure discipline: a planned program is not completed expenditure; marketed IT capacity is not proof of energized utility demand. County and independent-city approvals must be verified at the relevant jurisdiction. This edition does not change canonical project facts or confidence grades. Source trail: - [dominion-requests] Data center requests and site-specific power planning — Dominion Energy https://www.dominionenergy.com/virginia/large-business-services/data-center-requests Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [scc-data-centers] SCC facts and data center initiatives — Virginia State Corporation Commission https://www.scc.virginia.gov/about-the-scc/scc-facts/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [aws-virginia] AWS’s long-term commitment to Virginia — Amazon Web Services https://www.aboutamazon.com/news/aws/aws-commitment-to-virginia Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [google-investment] Google’s Virginia cloud and AI infrastructure investment — Google https://blog.google/company-news/inside-google/company-announcements/google-american-innovation-virginia/ Original source publication: 2025-08-27; desk review: 2026-10-30; accessed: 2026-10-30. - [census-places] 2025 Census Gazetteer place internal points — U.S. Census Bureau https://www2.census.gov/geo/docs/maps-data/data/gazetteer/2025_Gazetteer/2025_Gaz_place_national.zip Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [microsoft-boydton] Microsoft in Southern Virginia — Microsoft https://local.microsoft.com/communities/americas/southern-virginia/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [census-counties] 2025 Census Gazetteer county internal points — U.S. Census Bureau https://www2.census.gov/geo/docs/maps-data/data/gazetteer/2025_Gazetteer/2025_Gaz_counties_national.zip Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [google-virginia] Google economic impact: Virginia — Google https://economicimpact.google/state/va Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Virginia’s AI economy: follow the evidence from software to the substation Canonical: https://virginiai.com/briefs/2026-10-30-virginia-ai-feature Research edition: 2026-10-30; desk review: 2026-10-30. Category: daily-feature; channel: Virginia AI economy. An inaugural research feature connecting Virginia businesses, universities, campuses, and the property-level questions that determine what an AI investment announcement actually means. Research desk synthesis · Inaugural source-register review, October 30, 2026. This feature is an authored interpretation of previously published, linked material. It is not a report of a newly announced October 30 transaction. Original source dates and unresolved project stages remain part of the evidence. Begin with the business, not the building. Capital One’s corporate page identifies McLean headquarters, while its AI page describes research and applications in customer service, personalization, and software security. Appian’s official site likewise connects McLean headquarters with AI-enabled process automation. These records show that Virginia’s AI coverage needs an enterprise-software and applied-research lens as well as an infrastructure lens. [capital-one-company, capital-one-ai, appian-company] Government technology adds another layer. Booz Allen’s corporate fact sheet identifies McLean headquarters and federal AI services. Leidos’s January 22, 2026 announcement describes a partnership with OpenAI and identifies Reston headquarters. The latter is a dated company announcement about planned integration; it does not independently verify the results of every customer deployment. [booz-allen-ai, leidos-ai] Our interpretation: a headquarters address, an AI capability, and a local economic impact are three separate claims. The first two can be supported by these company records. The third needs additional evidence about where work occurs, contracts, suppliers, hiring, and measured results. A credible Virginia research desk should connect the questions without turning that connection into an unsupported impact estimate. [capital-one-company, capital-one-ai, booz-allen-ai, leidos-ai] University activity is equally broad. UVA’s computer science page identifies multiple AI research areas. Virginia Tech’s Sanghani Center describes interdisciplinary AI and data analytics work. George Mason documents research, education, and responsible adoption. These institutional descriptions identify capabilities and places to investigate; they are not interchangeable with a technology license, a startup financing, or an operating data center. [uva-ai, vt-sanghani, gmu-ai] The geographic lens should extend beyond Northern Virginia. VCU maintains an AI and Data Science research cluster in Richmond. Old Dominion identifies AI and machine learning as a domain supporting its strategic research areas in Hampton Roads. Our interpretation is that regional coverage should follow evidenced institutional activity rather than assuming that every part of the AI economy follows the same campus-development pattern. [vcu-ai, odu-ai] Infrastructure announcements need their own ledger. Google’s August 27, 2025 statement describes a Virginia investment program through 2026; AWS’s live commitment page describes a separate expansion plan through 2040. The periods, scope, and underlying activities differ. We therefore do not sum those announcements into a verified amount spent, a campus valuation, or a measure of current Virginia IT capacity. [google-investment, aws-virginia] An operating reference is narrower but more concrete. Microsoft explicitly identifies Boydton operations. Google identifies its Loudoun and Prince William data centers and discusses ongoing Northern Virginia operations. Even so, those sources do not establish the commissioning status, load, employment, or capital cost of every building or expansion associated with an operator. [microsoft-boydton, google-virginia] A campus specification has a different evidentiary role. QTS’s Richmond page supplies a critical campus capacity figure and a master-plan description. Vantage’s VA3 page supplies critical IT buildout specifications. Such owner-published material helps describe the product being offered; it cannot by itself establish the electrical capacity already delivered by a utility or the completion of every planned phase. [qts-richmond, vantage-va3] Watch the dates inside the source. The live QTS Ashburn page still combines an under-construction description with a Q2 2026 target for DC2. Our October review did not find completion evidence in that source. Treating the target as an accomplished milestone would quietly convert a schedule into a fact, so the register keeps the stage unresolved. [qts-ashburn] For property diligence, power is a separate workstream. Dominion’s intake guidance describes the load letter, ramp schedule, and subsequent infrastructure steps. Our interpretation is that a credible underwriting file should tie its assumptions to the project-specific service plan, required infrastructure, timing, and commercial obligations. Proximity to a line, a developer specification, or a request alone cannot do that work. [dominion-requests] Regulated service also has an allocation question. The SCC’s fact page describes large-load customer safeguards and cost-allocation initiatives. Our interpretation is that developers and property investors should examine the controlling tariff and order for their own project rather than applying a broad policy summary as a universal rate quote or guarantee of service. [scc-data-centers] Land and environmental evidence should travel together. Loudoun’s guidance documents its March 18, 2025 land-use amendments, while DEQ publishes a distinct air-permit trail. Our interpretation is to maintain separate approval states for entitlement, construction, generation, utility service, and operation. A successful step in one track should not silently complete the others. [loudoun-land-use, deq-air] Tax assumptions deserve the same discipline. VEDP’s live exemption guidance describes qualifying equipment, agreements, performance requirements, and reporting. Our interpretation is that the relevant benefit belongs in a project model only with its actual qualification and timing assumptions made explicit. A marketed location or operator announcement is not proof that a particular buyer, tenant, purchase, or project qualifies. [vedp-incentives] The human and institutional pathways complete the picture. NOVA and Microsoft publish data center training routes; VITA maintains agency AI governance resources, and JLARC’s 2026 review recommends improvements. Our interpretation is that Virginia’s opportunity should be tracked through accessible training, responsible adoption, company activity, and delivered infrastructure together. Keeping those records distinct makes their connections more useful to readers and real-estate decisions. [nova-training, microsoft-academy, vita-ai, jlarc-ai] Source trail: - [capital-one-company] Capital One corporate information and McLean headquarters — Capital One https://www.capitalone.com/about/corporate-information/our-company/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [capital-one-ai] AI at Capital One — Capital One https://www.capitalone.com/tech/ai/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [appian-company] Appian headquarters and AI process automation — Appian https://appian.com/contact-us Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [booz-allen-ai] Booz Allen Hamilton corporate fact sheet — Booz Allen Hamilton https://www.boozallen.com/content/dam/home/docs/corp/booz-allen-hamilton-fact-sheet.pdf Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [leidos-ai] Leidos and OpenAI federal AI partnership — Leidos https://www.leidos.com/insights/leidos-openai-deploying-ai-transform-federal-operations Original source publication: 2026-01-22; desk review: 2026-10-30; accessed: 2026-10-30. - [uva-ai] Artificial Intelligence Research — University of Virginia https://engineering.virginia.edu/department/computer-science/research/artificial-intelligence-research Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vt-sanghani] Sanghani Center for Artificial Intelligence and Data Analytics — Virginia Tech https://sanghani.cs.vt.edu/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [gmu-ai] Powering Artificial Intelligence — George Mason University https://www.gmu.edu/research/AI Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vcu-ai] AI and Data Science research cluster — Virginia Commonwealth University https://egr.vcu.edu/departments/computer-science/research/research-clusters/ai-data-science/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [odu-ai] Strategic research areas — Old Dominion University https://www.odu.edu/research/strategic-research-areas Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [google-investment] Google’s Virginia cloud and AI infrastructure investment — Google https://blog.google/company-news/inside-google/company-announcements/google-american-innovation-virginia/ Original source publication: 2025-08-27; desk review: 2026-10-30; accessed: 2026-10-30. - [aws-virginia] AWS’s long-term commitment to Virginia — Amazon Web Services https://www.aboutamazon.com/news/aws/aws-commitment-to-virginia Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [microsoft-boydton] Microsoft in Southern Virginia — Microsoft https://local.microsoft.com/communities/americas/southern-virginia/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [google-virginia] Google economic impact: Virginia — Google https://economicimpact.google/state/va Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [qts-richmond] Richmond 1 campus — QTS Data Centers https://q.com/data-centers/richmond-1/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vantage-va3] Ashburn III campus specifications — Vantage Data Centers https://vantage-dc.com/data-center-locations/north-america/ashburn-iii-virginia/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [qts-ashburn] Ashburn 1 campus — QTS Data Centers https://q.com/data-centers/ashburn-1/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [dominion-requests] Data center requests and site-specific power planning — Dominion Energy https://www.dominionenergy.com/virginia/large-business-services/data-center-requests Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [scc-data-centers] SCC facts and data center initiatives — Virginia State Corporation Commission https://www.scc.virginia.gov/about-the-scc/scc-facts/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [loudoun-land-use] Data centers: land use considerations — Loudoun County https://www.loudoun.gov/6410/Land-Use-Considerations Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [deq-air] Issued air permits for data centers — Virginia Department of Environmental Quality https://www.deq.virginia.gov/news-info/shortcuts/permits/air/issued-air-permits-for-data-centers Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vedp-incentives] Data center retail sales and use tax exemption — Virginia Economic Development Partnership https://www.vedp.org/incentive/data-center-retail-sales-use-tax-exemption Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [nova-training] Data Center Operations programs — Northern Virginia Community College https://www.nvcc.edu/academics/programs/data-center-operations.html Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [microsoft-academy] Microsoft Datacenter Academy – Virginia — Microsoft https://local.microsoft.com/blog/microsoft-datacenter-academy-virginia/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vita-ai] Artificial intelligence standards and governance resources — Virginia Information Technologies Agency https://www.vita.virginia.gov/policy--governance/governance/artificial-intelligence/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [jlarc-ai] Governance and Oversight of Artificial Intelligence in Virginia — Virginia Joint Legislative Audit and Review Commission https://jlarc.virginia.gov/landing-2026-governance-and-oversight-of-artificial-intelligence-in-virginia.asp Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Virginia AI Daily Brief — October 30, 2026 Canonical: https://virginiai.com/briefs/2026-10-30-virginia-ai-daily-brief Research edition: 2026-10-30; desk review: 2026-10-30. Category: daily-brief; channel: Virginia AI. Inaugural source-register review: the Commonwealth’s AI businesses, campuses, power constraints, policy, and workforce pathways. Earlier source dates remain explicit. Research desk synthesis · Inaugural source-register review, October 30, 2026. This edition establishes the desk’s research baseline. Its publication date does not make the underlying announcements new today; dated sources retain their original dates, and undated live pages are identified as such. Statewide orientation. Virginia’s AI economy includes enterprise software, financial-services applications, government technology, university research, and cloud infrastructure. Our initial register deliberately covers each layer. Capital One describes applied AI and research; Appian describes AI-enabled business processes; Leidos describes a federal AI partnership. These corporate descriptions establish activity, not independently measured economic outcomes. [capital-one-ai, appian-company, leidos-ai] Investment context. Google’s announcement is dated August 27, 2025 and describes additional Virginia cloud and AI investment through 2026, including Chesterfield. AWS’s live commitment page describes an earlier long-term Virginia expansion plan through 2040. Neither is an October 30 announcement, and neither supplies a completed-spend total for an individual campus. [google-investment, aws-virginia] Campus evidence. Microsoft’s undated Southern Virginia page confirms Boydton operations. Google’s Virginia report identifies its Loudoun and Prince William facilities. These operating references are different evidence from a developer’s master-plan capacity specification; our register preserves that distinction rather than presenting every listed project as delivered infrastructure. [microsoft-boydton, google-virginia] Delivery watch. QTS’s live Ashburn page still describes DC2 as under construction with a Q2 2026 target. We have not verified completion simply because that quarter has passed. Vantage’s VA3 page also describes campus buildout scope; the record does not certify the delivery of every building. [qts-ashburn, vantage-va3] Power. Dominion’s undated data center intake page calls for a site plan, load letter, and load ramp, followed by site-specific infrastructure planning. The SCC’s current fact page describes large-load safeguards and cost-allocation work. Neither a load request nor a marketed campus specification establishes an energization commitment for a property. [dominion-requests, scc-data-centers] Land use and environmental records. Loudoun’s county guidance records amendments adopted March 18, 2025. DEQ’s issued-air-permit register is a separate evidence trail. A land-use approval and a generator air permit answer different questions; diligence must identify the applicable parcel, approval, conditions, and current stage. [loudoun-land-use, deq-air] Policy. VITA’s live AI resources identify Commonwealth standards and governance tools. JLARC’s 2026 oversight review discusses weaknesses and recommended changes. We treat a recommendation as a recommendation, rather than reporting that the General Assembly or an agency has already adopted it. [vita-ai, jlarc-ai] Workforce and research. NOVA publishes Data Center Operations degree and certificate pathways; Microsoft describes Southern Virginia education partnerships. Virginia Tech and UVA identify AI research programs. These are useful entry points for readers, but training availability is not a current vacancy count, and research activity is not evidence of a commercial campus award. [nova-training, microsoft-academy, vt-sanghani, uva-ai] Desk priorities. Our interpretation is that the most useful next checks sit at the interfaces: company adoption versus local outcomes, campus scope versus delivered utility service, and announced opportunity versus an accessible training or procurement pathway. The linked register is the starting evidence set; this edition makes no claim that every Virginia project, company, or policy change is covered. [capital-one-ai, dominion-requests, nova-training] Source trail: - [capital-one-ai] AI at Capital One — Capital One https://www.capitalone.com/tech/ai/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [appian-company] Appian headquarters and AI process automation — Appian https://appian.com/contact-us Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [leidos-ai] Leidos and OpenAI federal AI partnership — Leidos https://www.leidos.com/insights/leidos-openai-deploying-ai-transform-federal-operations Original source publication: 2026-01-22; desk review: 2026-10-30; accessed: 2026-10-30. - [google-investment] Google’s Virginia cloud and AI infrastructure investment — Google https://blog.google/company-news/inside-google/company-announcements/google-american-innovation-virginia/ Original source publication: 2025-08-27; desk review: 2026-10-30; accessed: 2026-10-30. - [aws-virginia] AWS’s long-term commitment to Virginia — Amazon Web Services https://www.aboutamazon.com/news/aws/aws-commitment-to-virginia Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [microsoft-boydton] Microsoft in Southern Virginia — Microsoft https://local.microsoft.com/communities/americas/southern-virginia/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [google-virginia] Google economic impact: Virginia — Google https://economicimpact.google/state/va Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [qts-ashburn] Ashburn 1 campus — QTS Data Centers https://q.com/data-centers/ashburn-1/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vantage-va3] Ashburn III campus specifications — Vantage Data Centers https://vantage-dc.com/data-center-locations/north-america/ashburn-iii-virginia/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [dominion-requests] Data center requests and site-specific power planning — Dominion Energy https://www.dominionenergy.com/virginia/large-business-services/data-center-requests Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [scc-data-centers] SCC facts and data center initiatives — Virginia State Corporation Commission https://www.scc.virginia.gov/about-the-scc/scc-facts/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [loudoun-land-use] Data centers: land use considerations — Loudoun County https://www.loudoun.gov/6410/Land-Use-Considerations Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [deq-air] Issued air permits for data centers — Virginia Department of Environmental Quality https://www.deq.virginia.gov/news-info/shortcuts/permits/air/issued-air-permits-for-data-centers Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vita-ai] Artificial intelligence standards and governance resources — Virginia Information Technologies Agency https://www.vita.virginia.gov/policy--governance/governance/artificial-intelligence/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [jlarc-ai] Governance and Oversight of Artificial Intelligence in Virginia — Virginia Joint Legislative Audit and Review Commission https://jlarc.virginia.gov/landing-2026-governance-and-oversight-of-artificial-intelligence-in-virginia.asp Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [nova-training] Data Center Operations programs — Northern Virginia Community College https://www.nvcc.edu/academics/programs/data-center-operations.html Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [microsoft-academy] Microsoft Datacenter Academy – Virginia — Microsoft https://local.microsoft.com/blog/microsoft-datacenter-academy-virginia/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vt-sanghani] Sanghani Center for Artificial Intelligence and Data Analytics — Virginia Tech https://sanghani.cs.vt.edu/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [uva-ai] Artificial Intelligence Research — University of Virginia https://engineering.virginia.edu/department/computer-science/research/artificial-intelligence-research Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### A source-first guide to Virginia’s AI economy Canonical: https://virginiai.com/briefs/virginia-ai-economy-source-guide Research edition: 2026-10-30; desk review: 2026-10-30. Category: Statewide AI; channel: Statewide AI. Start with the institutions, infrastructure records, and review boundaries behind the Commonwealth’s AI story. Research desk synthesis · Sources reviewed October 30, 2026. This is an orientation to the source register, not a claim of a new statewide announcement. Virginia’s AI story spans cloud campuses, university research, workforce programs, and government use. This register connects those layers while keeping physical infrastructure and AI research activity distinct. Begin with operator records for a campus, local records for land use, DEQ for environmental permits, and the SCC for regulated utility decisions. University and agency pages identify research and governance activity without implying a commercial project award. Source trail: - [deq-air] Issued air permits for data centers — Virginia Department of Environmental Quality https://www.deq.virginia.gov/news-info/shortcuts/permits/air/issued-air-permits-for-data-centers Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [scc-data-centers] SCC facts and data center initiatives — Virginia State Corporation Commission https://www.scc.virginia.gov/about-the-scc/scc-facts/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [uva-ai] Artificial Intelligence Research — University of Virginia https://engineering.virginia.edu/department/computer-science/research/artificial-intelligence-research Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vita-ai] Artificial intelligence standards and governance resources — Virginia Information Technologies Agency https://www.vita.virginia.gov/policy--governance/governance/artificial-intelligence/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Why statewide investment announcements are not campus totals Canonical: https://virginiai.com/briefs/investment-programs-are-not-campus-totals Research edition: 2026-10-30; desk review: 2026-10-30. Category: Investment; channel: Investment. AWS and Google commitments belong in a program register with clear dates and scope. Research desk synthesis · The underlying announcements predate this review. AWS describes a $35 billion Virginia expansion plan through 2040. Google’s August 2025 announcement describes an additional $9 billion of Virginia cloud and AI infrastructure investment through 2026. These are separate programs covering different time periods and scopes. Neither figure proves that a specific campus is complete, that the amount has been spent, or that a particular MW figure is available. Campus records therefore retain undisclosed capital values when no campus-specific evidence is supplied. Source trail: - [aws-virginia] AWS’s long-term commitment to Virginia — Amazon Web Services https://www.aboutamazon.com/news/aws/aws-commitment-to-virginia Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [google-investment] Google’s Virginia cloud and AI infrastructure investment — Google https://blog.google/company-news/inside-google/company-announcements/google-american-innovation-virginia/ Original source publication: 2025-08-27; desk review: 2026-10-30; accessed: 2026-10-30. ### Power diligence begins with a site-specific service plan Canonical: https://virginiai.com/briefs/virginia-large-load-power-diligence Research edition: 2026-10-30; desk review: 2026-10-30. Category: Power; channel: Power. A marketed MW number, a load request, and an energized campus describe different stages. Research desk synthesis · Review the controlling utility documents for any transaction. Dominion’s published intake process calls for a site plan, load letter, and load ramp. Delivery depends on infrastructure planning, rights of way, permits, equipment, and any necessary regulatory review. The SCC’s published data center initiatives describe cost-allocation and long-term customer safeguards. That policy backdrop should inform diligence, but does not establish capacity, energization dates, or tariff eligibility for a particular property. Source trail: - [dominion-requests] Data center requests and site-specific power planning — Dominion Energy https://www.dominionenergy.com/virginia/large-business-services/data-center-requests Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [scc-data-centers] SCC facts and data center initiatives — Virginia State Corporation Commission https://www.scc.virginia.gov/about-the-scc/scc-facts/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Loudoun’s land-use source trail matters as much as the campus map Canonical: https://virginiai.com/briefs/loudoun-land-use-source-trail Research edition: 2026-10-30; desk review: 2026-10-30. Category: Permitting; channel: Permitting. Check the parcel’s approvals and governing rules before treating a location as a permitted data center site. Research desk synthesis · The county guidance records a March 2025 change, not a new announcement today. Loudoun’s official land-use page says its Board adopted amendments on March 18, 2025 that place data centers under special-exception review. Parcel-specific approvals and transition provisions still matter. The review sequence should distinguish the comprehensive plan, zoning entitlement, building approvals, environmental permits, and utility service. A location on a map or an issued generator permit answers only part of that sequence. Source trail: - [loudoun-land-use] Data centers: land use considerations — Loudoun County https://www.loudoun.gov/6410/Land-Use-Considerations Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [deq-air] Issued air permits for data centers — Virginia Department of Environmental Quality https://www.deq.virginia.gov/news-info/shortcuts/permits/air/issued-air-permits-for-data-centers Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Virginia’s AI research network extends beyond Data Center Alley Canonical: https://virginiai.com/briefs/virginia-ai-research-network Research edition: 2026-10-30; desk review: 2026-10-30. Category: Research; channel: Research. University records connect Charlottesville, Northern Virginia, Richmond, and Hampton Roads. Research desk synthesis · Institutional descriptions identify research activity, not commercial deployment outcomes. UVA describes research in machine learning, vision, robotics, and other AI fields. Virginia Tech’s Sanghani Center brings computing, engineering, and statistics into AI and data analytics. George Mason documents AI research, education, and responsible adoption; VCU maintains an AI and Data Science research cluster. Old Dominion identifies AI and machine learning as a cross-cutting research domain. These records broaden the site’s coverage beyond data center construction. Source trail: - [uva-ai] Artificial Intelligence Research — University of Virginia https://engineering.virginia.edu/department/computer-science/research/artificial-intelligence-research Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vt-sanghani] Sanghani Center for Artificial Intelligence and Data Analytics — Virginia Tech https://sanghani.cs.vt.edu/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [gmu-ai] Powering Artificial Intelligence — George Mason University https://www.gmu.edu/research/AI Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vcu-ai] AI and Data Science research cluster — Virginia Commonwealth University https://egr.vcu.edu/departments/computer-science/research/research-clusters/ai-data-science/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [odu-ai] Strategic research areas — Old Dominion University https://www.odu.edu/research/strategic-research-areas Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Training pathways are evidence; vacancy totals need a fresh check Canonical: https://virginiai.com/briefs/training-pathways-versus-job-openings Research edition: 2026-10-30; desk review: 2026-10-30. Category: Workforce; channel: Workforce. Use documented college and employer programs without promising an open role or guaranteed placement. Research desk synthesis · Course availability and admissions remain with the provider. NOVA publishes Data Center Operations degree and certificate pathways. Microsoft’s Virginia Datacenter Academy page describes partnerships with higher education institutions in Southern Virginia. A pathway can support career planning without establishing a current employer vacancy. The jobs section links to verified providers and employer sources; it does not label modeled employment or historical project commitments as open positions. Source trail: - [nova-training] Data Center Operations programs — Northern Virginia Community College https://www.nvcc.edu/academics/programs/data-center-operations.html Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [microsoft-academy] Microsoft Datacenter Academy – Virginia — Microsoft https://local.microsoft.com/blog/microsoft-datacenter-academy-virginia/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ## Topic channels ### Power & grid Canonical: https://virginiai.com/topics/power Desk review: 2026-10-30 Utility service, large-load rates, and the difference between a request and delivered power. Dominion’s data center process begins with a site plan, load letter, and ramp schedule. The utility develops a project-specific power plan; siting near existing lines does not establish available capacity. The SCC describes a separate large-load rate class and contract safeguards. Applicable rates, effective dates, and obligations must be verified against the controlling tariff and order for a specific customer. Source trail: - [dominion-requests] Data center requests and site-specific power planning — Dominion Energy https://www.dominionenergy.com/virginia/large-business-services/data-center-requests Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [scc-data-centers] SCC facts and data center initiatives — Virginia State Corporation Commission https://www.scc.virginia.gov/about-the-scc/scc-facts/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Water & cooling Canonical: https://virginiai.com/topics/water Desk review: 2026-10-30 Keep facility cooling demand, utility supply, and withdrawal permissions separate. JLARC’s 2024 review examines data center water demand and differences among cooling systems. A statewide finding cannot establish water availability at an individual site. For diligence, obtain the specific cooling design, peak and annual demand, water supplier, capacity commitment, and relevant withdrawal or discharge records. Missing demand is recorded as not disclosed, never zero. Source trail: - [jlarc-data-centers] Data Centers in Virginia — Virginia Joint Legislative Audit and Review Commission https://jlarc.virginia.gov/landing-2024-data-centers-in-virginia.asp Original source publication: 2024-12-09; desk review: 2026-10-30; accessed: 2026-10-30. ### Permitting & land use Canonical: https://virginiai.com/topics/permitting Desk review: 2026-10-30 Local land use approvals and DEQ air permits answer different questions. DEQ publishes issued air permits for data centers, including permits for backup generation. An air permit alone does not certify that a campus is entitled, financed, built, or energized. Loudoun’s published guidance records the March 18, 2025 move to special-exception review for data centers. Confirm the rules, prior approvals, and any transition provisions for the actual parcel. Source trail: - [deq-air] Issued air permits for data centers — Virginia Department of Environmental Quality https://www.deq.virginia.gov/news-info/shortcuts/permits/air/issued-air-permits-for-data-centers Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [loudoun-land-use] Data centers: land use considerations — Loudoun County https://www.loudoun.gov/6410/Land-Use-Considerations Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Incentives & taxes Canonical: https://virginiai.com/topics/incentives Desk review: 2026-10-30 Virginia’s equipment exemption has qualification, agreement, and reporting requirements. VEDP administers a retail sales and use tax exemption for qualifying data center equipment and software. Eligibility depends on statutory investment, employment, wage, and agreement requirements. An announced project is not automatically an awarded or compliant exemption recipient. Review the applicable MOU, tax certificate, qualifying purchases, and performance dates before underwriting a benefit. Source trail: - [vedp-incentives] Data center retail sales and use tax exemption — Virginia Economic Development Partnership https://www.vedp.org/incentive/data-center-retail-sales-use-tax-exemption Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Jobs & workforce Canonical: https://virginiai.com/topics/workforce Desk review: 2026-10-30 Documented training pathways and employer sources, with no invented vacancy counts. Northern Virginia Community College offers a Data Center Operations associate degree specialization and career studies certificate. Microsoft’s Datacenter Academy also identifies Southern Virginia education partnerships. Training pathways are distinct from current vacancies. Consult the institution for enrollment and the employer for openings; this research register does not certify that a particular job remains open. Source trail: - [nova-training] Data Center Operations programs — Northern Virginia Community College https://www.nvcc.edu/academics/programs/data-center-operations.html Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [microsoft-academy] Microsoft Datacenter Academy – Virginia — Microsoft https://local.microsoft.com/blog/microsoft-datacenter-academy-virginia/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### AI policy & governance Canonical: https://virginiai.com/topics/ai-policy Desk review: 2026-10-30 State agency AI standards, oversight, and the source trail behind policy changes. VITA maintains AI policy, technical standards, and implementation resources for Commonwealth agencies and suppliers. Its live resource page should be checked before relying on an older policy document. JLARC’s 2026 oversight review identifies gaps and recommends changes to state AI governance. A recommendation is not an enacted law or an adopted standard. Source trail: - [vita-ai] Artificial intelligence standards and governance resources — Virginia Information Technologies Agency https://www.vita.virginia.gov/policy--governance/governance/artificial-intelligence/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [jlarc-ai] Governance and Oversight of Artificial Intelligence in Virginia — Virginia Joint Legislative Audit and Review Commission https://jlarc.virginia.gov/landing-2026-governance-and-oversight-of-artificial-intelligence-in-virginia.asp Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ## Regional context ### Northern Virginia Canonical: https://virginiai.com/regions/northern-virginia Desk review: 2026-10-30 Localities and regional labels: Loudoun County; Fairfax County; Prince William County; Arlington County; City of Manassas Established cloud campuses, interconnection, and university research across the Washington-region Virginia localities. Source trail: - [aws-virginia] AWS’s long-term commitment to Virginia — Amazon Web Services https://www.aboutamazon.com/news/aws/aws-commitment-to-virginia Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [google-virginia] Google economic impact: Virginia — Google https://economicimpact.google/state/va Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [gmu-ai] Powering Artificial Intelligence — George Mason University https://www.gmu.edu/research/AI Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Greater Richmond Canonical: https://virginiai.com/regions/greater-richmond Desk review: 2026-10-30 Localities and regional labels: Henrico County; Chesterfield County; City of Richmond QTS’s Sandston campus, Google’s Chesterfield announcement, and VCU’s AI research connect infrastructure and innovation. Source trail: - [qts-richmond] Richmond 1 campus — QTS Data Centers https://q.com/data-centers/richmond-1/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [google-investment] Google’s Virginia cloud and AI infrastructure investment — Google https://blog.google/company-news/inside-google/company-announcements/google-american-innovation-virginia/ Original source publication: 2025-08-27; desk review: 2026-10-30; accessed: 2026-10-30. - [vcu-ai] AI and Data Science research cluster — Virginia Commonwealth University https://egr.vcu.edu/departments/computer-science/research/research-clusters/ai-data-science/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Southern Virginia Canonical: https://virginiai.com/regions/southern-virginia Desk review: 2026-10-30 Localities and regional labels: Mecklenburg County; Halifax County; Charlotte County; Lunenburg County; Brunswick County Boydton operations and regional education partnerships anchor the Southern Virginia source register. Source trail: - [microsoft-boydton] Microsoft in Southern Virginia — Microsoft https://local.microsoft.com/communities/americas/southern-virginia/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [microsoft-academy] Microsoft Datacenter Academy – Virginia — Microsoft https://local.microsoft.com/blog/microsoft-datacenter-academy-virginia/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### I-95 corridor Canonical: https://virginiai.com/regions/i95-corridor Desk review: 2026-10-30 Localities and regional labels: Fredericksburg area; Stafford County; Spotsylvania County; Caroline County A corridor research lens on campus listings and utility diligence; postal labels require parcel-level jurisdiction checks. Source trail: - [vantage-contact] Vantage campus addresses — Vantage Data Centers https://vantage-dc.com/company/contact-us/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vantage-locations] North American campus locations — Vantage Data Centers https://vantage-dc.com/data-center-locations/north-america/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [jlarc-data-centers] Data Centers in Virginia — Virginia Joint Legislative Audit and Review Commission https://jlarc.virginia.gov/landing-2024-data-centers-in-virginia.asp Original source publication: 2024-12-09; desk review: 2026-10-30; accessed: 2026-10-30. ### Charlottesville & Central Virginia Canonical: https://virginiai.com/regions/charlottesville Desk review: 2026-10-30 Localities and regional labels: City of Charlottesville; Albemarle County UVA’s AI research supports a regional lens on algorithms, robotics, machine learning, and applied research. Source trail: - [uva-ai] Artificial Intelligence Research — University of Virginia https://engineering.virginia.edu/department/computer-science/research/artificial-intelligence-research Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Hampton Roads Canonical: https://virginiai.com/regions/hampton-roads Desk review: 2026-10-30 Localities and regional labels: City of Norfolk; City of Virginia Beach; City of Newport News; City of Hampton Old Dominion’s research connects AI and machine learning with coastal resilience, maritime systems, health, and national security. Source trail: - [odu-ai] Strategic research areas — Old Dominion University https://www.odu.edu/research/strategic-research-areas Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### New River Valley Canonical: https://virginiai.com/regions/new-river-valley Desk review: 2026-10-30 Localities and regional labels: Town of Blacksburg; Montgomery County Virginia Tech is a source-backed anchor for AI and data analytics research in the Blacksburg region. Source trail: - [vt-sanghani] Sanghani Center for Artificial Intelligence and Data Analytics — Virginia Tech https://sanghani.cs.vt.edu/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ## Virginia ecosystem ### Capital One — applied AI Category: company; locality: McLean headquarters / Virginia. Original institution: https://www.capitalone.com/tech/ai/ Desk review: 2026-10-30. The McLean-headquartered financial services company publishes AI research and describes applications in customer assistance, personalization, and agentic software security. Corporate AI activity is not counted as a data center project. Source trail: - [capital-one-company] Capital One corporate information and McLean headquarters — Capital One https://www.capitalone.com/about/corporate-information/our-company/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [capital-one-ai] AI at Capital One — Capital One https://www.capitalone.com/tech/ai/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Booz Allen Hamilton — AI services Category: company; locality: McLean headquarters. Original institution: https://www.boozallen.com/content/dam/home/docs/corp/booz-allen-hamilton-fact-sheet.pdf Desk review: 2026-10-30. Booz Allen’s corporate fact sheet identifies its McLean headquarters and AI services for federal customers. This is a company capability record, not an endorsement or a claim that every engagement occurs in Virginia. Source trail: - [booz-allen-ai] Booz Allen Hamilton corporate fact sheet — Booz Allen Hamilton https://www.boozallen.com/content/dam/home/docs/corp/booz-allen-hamilton-fact-sheet.pdf Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Appian — enterprise AI automation Category: company; locality: McLean headquarters. Original institution: https://appian.com/contact-us Desk review: 2026-10-30. Appian identifies its headquarters in McLean and describes an enterprise platform combining process automation and AI. The record covers a Virginia-headquartered software business, without inferring local investment or employment totals. Source trail: - [appian-company] Appian headquarters and AI process automation — Appian https://appian.com/contact-us Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Leidos — mission AI Category: company; locality: Reston headquarters. Original institution: https://www.leidos.com/insights/leidos-openai-deploying-ai-transform-federal-operations Desk review: 2026-10-30. Reston-headquartered Leidos announced a January 2026 partnership with OpenAI for generative and agentic AI in federal workflows. The announcement describes plans and company activity, not independently verified deployment outcomes. Source trail: - [leidos-ai] Leidos and OpenAI federal AI partnership — Leidos https://www.leidos.com/insights/leidos-openai-deploying-ai-transform-federal-operations Original source publication: 2026-01-22; desk review: 2026-10-30; accessed: 2026-10-30. ### Amazon Web Services Category: company; locality: Northern Virginia and statewide program. Original institution: https://www.aboutamazon.com/news/aws/aws-commitment-to-virginia Desk review: 2026-10-30. Cloud infrastructure operator with established Virginia operations and a separately tracked statewide expansion plan. Source trail: - [aws-virginia] AWS’s long-term commitment to Virginia — Amazon Web Services https://www.aboutamazon.com/news/aws/aws-commitment-to-virginia Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Google Category: company; locality: Northern Virginia and Chesterfield. Original institution: https://economicimpact.google/state/va Desk review: 2026-10-30. Operator of Northern Virginia data centers with a broader Virginia cloud and AI investment announcement. Source trail: - [google-virginia] Google economic impact: Virginia — Google https://economicimpact.google/state/va Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [google-investment] Google’s Virginia cloud and AI infrastructure investment — Google https://blog.google/company-news/inside-google/company-announcements/google-american-innovation-virginia/ Original source publication: 2025-08-27; desk review: 2026-10-30; accessed: 2026-10-30. ### Microsoft Category: company; locality: Boydton / Southern Virginia. Original institution: https://local.microsoft.com/communities/americas/southern-virginia/ Desk review: 2026-10-30. Microsoft confirms Boydton data center operations and Southern Virginia community and training work. Source trail: - [microsoft-boydton] Microsoft in Southern Virginia — Microsoft https://local.microsoft.com/communities/americas/southern-virginia/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### QTS Data Centers Category: company; locality: Northern Virginia and Richmond area. Original institution: https://q.com/data-centers/richmond-1/ Desk review: 2026-10-30. Campus operator with public specifications for Ashburn, Manassas, and Richmond facilities. Source trail: - [qts-richmond] Richmond 1 campus — QTS Data Centers https://q.com/data-centers/richmond-1/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [qts-ashburn] Ashburn 1 campus — QTS Data Centers https://q.com/data-centers/ashburn-1/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [qts-manassas] Manassas 1 campus — QTS Data Centers https://q.com/data-centers/manassas/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Vantage Data Centers Category: company; locality: Ashburn and Fredericksburg area. Original institution: https://vantage-dc.com/data-center-locations/north-america/ Desk review: 2026-10-30. Operator directory identifies Virginia campuses; campus specifications remain distinct from verified delivered load. Source trail: - [vantage-locations] North American campus locations — Vantage Data Centers https://vantage-dc.com/data-center-locations/north-america/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### University of Virginia Category: research; locality: Charlottesville. Original institution: https://engineering.virginia.edu/department/computer-science/research/artificial-intelligence-research Desk review: 2026-10-30. Computer science research spans machine learning, computer vision, robotics, and AI foundations. Source trail: - [uva-ai] Artificial Intelligence Research — University of Virginia https://engineering.virginia.edu/department/computer-science/research/artificial-intelligence-research Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Virginia Tech — Sanghani Center Category: research; locality: Blacksburg and Northern Virginia research network. Original institution: https://sanghani.cs.vt.edu/ Desk review: 2026-10-30. An interdisciplinary center for artificial intelligence and data analytics research and workforce needs. Source trail: - [vt-sanghani] Sanghani Center for Artificial Intelligence and Data Analytics — Virginia Tech https://sanghani.cs.vt.edu/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### George Mason University Category: research; locality: Northern Virginia. Original institution: https://www.gmu.edu/research/AI Desk review: 2026-10-30. University resources cover AI research, education, workforce development, and responsible institutional adoption. Source trail: - [gmu-ai] Powering Artificial Intelligence — George Mason University https://www.gmu.edu/research/AI Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Virginia Commonwealth University Category: research; locality: Richmond. Original institution: https://egr.vcu.edu/departments/computer-science/research/research-clusters/ai-data-science/ Desk review: 2026-10-30. The computer science AI and Data Science cluster includes machine learning, language processing, analytics, and trustworthy AI. Source trail: - [vcu-ai] AI and Data Science research cluster — Virginia Commonwealth University https://egr.vcu.edu/departments/computer-science/research/research-clusters/ai-data-science/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Old Dominion University Category: research; locality: Norfolk / Hampton Roads. Original institution: https://www.odu.edu/research/strategic-research-areas Desk review: 2026-10-30. AI and machine learning form a cross-cutting domain supporting the university’s strategic research areas. Source trail: - [odu-ai] Strategic research areas — Old Dominion University https://www.odu.edu/research/strategic-research-areas Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### NOVA Data Center Operations Category: workforce; locality: Loudoun / Northern Virginia. Original institution: https://www.nvcc.edu/academics/programs/data-center-operations.html Desk review: 2026-10-30. Published associate degree specialization and certificate pathways for data center operations. Enrollment and availability remain with NOVA. Source trail: - [nova-training] Data Center Operations programs — Northern Virginia Community College https://www.nvcc.edu/academics/programs/data-center-operations.html Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Microsoft Datacenter Academy — Virginia Category: workforce; locality: Southern Virginia. Original institution: https://local.microsoft.com/blog/microsoft-datacenter-academy-virginia/ Desk review: 2026-10-30. An employer-supported education partnership for data center skills. This is a training pathway, not a current vacancy count. Source trail: - [microsoft-academy] Microsoft Datacenter Academy – Virginia — Microsoft https://local.microsoft.com/blog/microsoft-datacenter-academy-virginia/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Virginia IT Agency — AI governance Category: policy; locality: Statewide. Original institution: https://www.vita.virginia.gov/policy--governance/governance/artificial-intelligence/ Desk review: 2026-10-30. Official agency source for AI standards, policy, and implementation resources governing Commonwealth technology use. Source trail: - [vita-ai] Artificial intelligence standards and governance resources — Virginia Information Technologies Agency https://www.vita.virginia.gov/policy--governance/governance/artificial-intelligence/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### JLARC AI oversight review Category: policy; locality: Statewide. Original institution: https://jlarc.virginia.gov/landing-2026-governance-and-oversight-of-artificial-intelligence-in-virginia.asp Desk review: 2026-10-30. A 2026 legislative oversight review of agency AI governance. Recommendations are identified as recommendations, not enacted requirements. Source trail: - [jlarc-ai] Governance and Oversight of Artificial Intelligence in Virginia — Virginia Joint Legislative Audit and Review Commission https://jlarc.virginia.gov/landing-2026-governance-and-oversight-of-artificial-intelligence-in-virginia.asp Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### 2026 IJIS Justice, Public Safety & Security AI Summit Category: event; locality: Tysons Corner. Original institution: https://ijis.org/events/justice-public-safety-and-security-artificial-intelligence-ai-summit/ Desk review: 2026-10-30; source-attributed status: Past event; event date: 2026-09-09. Organizer-listed September 9–11, 2026 summit focused on justice, public safety, and security AI. Past event; no current registration availability is implied. Source trail: - [ijis-summit] 2026 Justice, Public Safety, and Security AI Summit — IJIS Institute https://ijis.org/events/justice-public-safety-and-security-artificial-intelligence-ai-summit/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ## Named primary sources (36) - [capital-one-company] Capital One corporate information and McLean headquarters — Capital One https://www.capitalone.com/about/corporate-information/our-company/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [capital-one-ai] AI at Capital One — Capital One https://www.capitalone.com/tech/ai/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [booz-allen-ai] Booz Allen Hamilton corporate fact sheet — Booz Allen Hamilton https://www.boozallen.com/content/dam/home/docs/corp/booz-allen-hamilton-fact-sheet.pdf Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [appian-company] Appian headquarters and AI process automation — Appian https://appian.com/contact-us Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [leidos-ai] Leidos and OpenAI federal AI partnership — Leidos https://www.leidos.com/insights/leidos-openai-deploying-ai-transform-federal-operations Original source publication: 2026-01-22; desk review: 2026-10-30; accessed: 2026-10-30. - [census-counties] 2025 Census Gazetteer county internal points — U.S. Census Bureau https://www2.census.gov/geo/docs/maps-data/data/gazetteer/2025_Gazetteer/2025_Gaz_counties_national.zip Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [census-places] 2025 Census Gazetteer place internal points — U.S. Census Bureau https://www2.census.gov/geo/docs/maps-data/data/gazetteer/2025_Gazetteer/2025_Gaz_place_national.zip Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [aws-virginia] AWS’s long-term commitment to Virginia — Amazon Web Services https://www.aboutamazon.com/news/aws/aws-commitment-to-virginia Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [google-investment] Google’s Virginia cloud and AI infrastructure investment — Google https://blog.google/company-news/inside-google/company-announcements/google-american-innovation-virginia/ Original source publication: 2025-08-27; desk review: 2026-10-30; accessed: 2026-10-30. - [google-virginia] Google economic impact: Virginia — Google https://economicimpact.google/state/va Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [microsoft-boydton] Microsoft in Southern Virginia — Microsoft https://local.microsoft.com/communities/americas/southern-virginia/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [qts-richmond] Richmond 1 campus — QTS Data Centers https://q.com/data-centers/richmond-1/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [qts-ashburn] Ashburn 1 campus — QTS Data Centers https://q.com/data-centers/ashburn-1/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [qts-manassas] Manassas 1 campus — QTS Data Centers https://q.com/data-centers/manassas/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vantage-va3] Ashburn III campus specifications — Vantage Data Centers https://vantage-dc.com/data-center-locations/north-america/ashburn-iii-virginia/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vantage-locations] North American campus locations — Vantage Data Centers https://vantage-dc.com/data-center-locations/north-america/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vantage-contact] Vantage campus addresses — Vantage Data Centers https://vantage-dc.com/company/contact-us/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [jlarc-data-centers] Data Centers in Virginia — Virginia Joint Legislative Audit and Review Commission https://jlarc.virginia.gov/landing-2024-data-centers-in-virginia.asp Original source publication: 2024-12-09; desk review: 2026-10-30; accessed: 2026-10-30. - [loudoun-land-use] Data centers: land use considerations — Loudoun County https://www.loudoun.gov/6410/Land-Use-Considerations Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [scc-data-centers] SCC facts and data center initiatives — Virginia State Corporation Commission https://www.scc.virginia.gov/about-the-scc/scc-facts/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [dominion-requests] Data center requests and site-specific power planning — Dominion Energy https://www.dominionenergy.com/virginia/large-business-services/data-center-requests Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [deq-air] Issued air permits for data centers — Virginia Department of Environmental Quality https://www.deq.virginia.gov/news-info/shortcuts/permits/air/issued-air-permits-for-data-centers Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vedp-incentives] Data center retail sales and use tax exemption — Virginia Economic Development Partnership https://www.vedp.org/incentive/data-center-retail-sales-use-tax-exemption Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [nova-training] Data Center Operations programs — Northern Virginia Community College https://www.nvcc.edu/academics/programs/data-center-operations.html Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [microsoft-academy] Microsoft Datacenter Academy – Virginia — Microsoft https://local.microsoft.com/blog/microsoft-datacenter-academy-virginia/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vt-sanghani] Sanghani Center for Artificial Intelligence and Data Analytics — Virginia Tech https://sanghani.cs.vt.edu/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [uva-ai] Artificial Intelligence Research — University of Virginia https://engineering.virginia.edu/department/computer-science/research/artificial-intelligence-research Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [gmu-ai] Powering Artificial Intelligence — George Mason University https://www.gmu.edu/research/AI Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [odu-ai] Strategic research areas — Old Dominion University https://www.odu.edu/research/strategic-research-areas Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vcu-ai] AI and Data Science research cluster — Virginia Commonwealth University https://egr.vcu.edu/departments/computer-science/research/research-clusters/ai-data-science/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vita-ai] Artificial intelligence standards and governance resources — Virginia Information Technologies Agency https://www.vita.virginia.gov/policy--governance/governance/artificial-intelligence/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [jlarc-ai] Governance and Oversight of Artificial Intelligence in Virginia — Virginia Joint Legislative Audit and Review Commission https://jlarc.virginia.gov/landing-2026-governance-and-oversight-of-artificial-intelligence-in-virginia.asp Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [ijis-summit] 2026 Justice, Public Safety, and Security AI Summit — IJIS Institute https://ijis.org/events/justice-public-safety-and-security-artificial-intelligence-ai-summit/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [virginia-sbdc-resources] Virginia SBDC business resource directory — Virginia Small Business Development Center Network https://www.virginiasbdc.org/resources/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [central-virginia-sbdc-ai] AI Resources for Entrepreneurs — Central Virginia Small Business Development Center https://cvsbdc.org/resources-ai/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vantage-va4] Fredericksburg VA4 planned campus specifications — Vantage Data Centers https://vantage-dc.com/data-center-locations/north-america/fredericksburg-va/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ## Virginia research guides ### How to track Virginia data centers through primary sources Canonical: https://virginiai.com/guides/track-virginia-data-centers Desk review: 2026-10-30 Audience: Developers, researchers and community readers A practical evidence sequence for campus announcements, local approvals, power, environmental records and investment disclosures. #### Start with the unit of analysis (includes desk analysis) A statewide investment program, a campus and an individual building are different records. The AWS Virginia expansion announcement and Google’s Virginia investment program describe broad commitments; their amounts should not be assigned to every associated campus. VirginiAI keeps program records separate from campus records. [aws-virginia, google-investment] Our analysis: create a record for the actual question you need to answer. Keep the operator’s name, source date, locality, record type and unresolved stage together. The selected Virginia register is a starting point for inquiry, not a census of all facilities or proof that a listed site is operating. Source trail: - [aws-virginia] AWS’s long-term commitment to Virginia — Amazon Web Services https://www.aboutamazon.com/news/aws/aws-commitment-to-virginia Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [google-investment] Google’s Virginia cloud and AI infrastructure investment — Google https://blog.google/company-news/inside-google/company-announcements/google-american-innovation-virginia/ Original source publication: 2025-08-27; desk review: 2026-10-30; accessed: 2026-10-30. #### Read what the operator actually discloses (includes desk analysis) Owner pages help establish what is marketed or announced. QTS’s Richmond specification and Vantage’s Ashburn III specification describe campus scope and critical capacity. Those descriptions do not, on their own, establish which phases are complete or how much utility service has been delivered. [qts-richmond, vantage-va3] Our analysis: preserve the original wording and capacity basis. Record future delivery targets as targets. When a page retains an expired target but does not confirm completion, leave the stage unresolved rather than advancing it because time has passed. Source trail: - [qts-richmond] Richmond 1 campus — QTS Data Centers https://q.com/data-centers/richmond-1/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vantage-va3] Ashburn III campus specifications — Vantage Data Centers https://vantage-dc.com/data-center-locations/north-america/ashburn-iii-virginia/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [qts-ashburn] Ashburn 1 campus — QTS Data Centers https://q.com/data-centers/ashburn-1/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. #### Follow the locality and environmental trails separately (includes desk analysis) Loudoun County publishes its data-center land-use guidance; Virginia DEQ maintains a separate issued-air-permit trail. An operator’s postal address is not a substitute for a parcel’s jurisdiction, and an air permit is not evidence that every local approval is complete. The controlling record depends on the actual property and approval being investigated. [loudoun-land-use, deq-air] Our analysis: record the parcel, application or permit identifier, decision date, conditions and issuing body. Separate a pending application from an approval, an approval from construction, and construction from operation. Apply another county’s or independent city’s own process rather than assuming Loudoun’s rules are statewide. Source trail: - [loudoun-land-use] Data centers: land use considerations — Loudoun County https://www.loudoun.gov/6410/Land-Use-Considerations Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [deq-air] Issued air permits for data centers — Virginia Department of Environmental Quality https://www.deq.virginia.gov/news-info/shortcuts/permits/air/issued-air-permits-for-data-centers Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. #### Build a project-specific power file (includes desk analysis) Dominion’s intake guidance identifies a site plan, load letter and ramp schedule, followed by project-specific infrastructure planning. The SCC’s public explanation addresses large-load rates and safeguards. A marketed IT-load figure, a utility request and an energized service commitment are separate facts. [dominion-requests, scc-data-centers] Our analysis: ask for the applicable service plan, required infrastructure, dependencies, timing and customer obligations. Confirm the controlling tariff or order for the actual customer; a general policy summary should not be used as a rate quote or guarantee of available capacity. Source trail: - [dominion-requests] Data center requests and site-specific power planning — Dominion Energy https://www.dominionenergy.com/virginia/large-business-services/data-center-requests Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [scc-data-centers] SCC facts and data center initiatives — Virginia State Corporation Commission https://www.scc.virginia.gov/about-the-scc/scc-facts/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. #### Keep incentives and outcomes attributable (includes desk analysis) VEDP’s equipment-exemption guidance describes qualification, agreement and performance requirements. Its existence does not establish that a particular buyer, tenant, purchase or campus qualifies. Announced capital, equipment purchases, local tax receipts and employment are different economic measures. [vedp-incentives] Our analysis: attach each financial assumption to its actual agreement, scope and date. Use the source register, comparison view and downloadable data to retain the evidence trail. Where the underlying record is absent, report the item as unverified or undisclosed rather than substituting a statewide average. Source trail: - [vedp-incentives] Data center retail sales and use tax exemption — Virginia Economic Development Partnership https://www.vedp.org/incentive/data-center-retail-sales-use-tax-exemption Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [jlarc-data-centers] Data Centers in Virginia — Virginia Joint Legislative Audit and Review Commission https://jlarc.virginia.gov/landing-2024-data-centers-in-virginia.asp Original source publication: 2024-12-09; desk review: 2026-10-30; accessed: 2026-10-30. ### Practical AI for Virginia small businesses Canonical: https://virginiai.com/guides/ai-for-small-business-virginia Desk review: 2026-10-30 Audience: Virginia owners, operators and small teams Start with Virginia support resources, choose a bounded workflow, and evaluate useful results without treating a model’s output as a verified business fact. #### Use Virginia support channels Virginia SBDC publishes a resource directory spanning startup, government-contracting and other business topics. Central Virginia SBDC maintains an AI resource page for entrepreneurs, including material organized by knowledge level and links to advising. These are provider resources, not a VirginiAI service or endorsement of every linked tool. [virginia-sbdc-resources, central-virginia-sbdc-ai] Check current availability, eligibility and any cost with the provider. A resource page or past workshop announcement does not guarantee a scheduled class, appointment or place today. Choose the support channel that fits your business and locality. Source trail: - [virginia-sbdc-resources] Virginia SBDC business resource directory — Virginia Small Business Development Center Network https://www.virginiasbdc.org/resources/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [central-virginia-sbdc-ai] AI Resources for Entrepreneurs — Central Virginia Small Business Development Center https://cvsbdc.org/resources-ai/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. #### Pilot one small, observable workflow (includes desk analysis) Our analysis: begin with a task that has an identifiable owner and a result you can check, such as drafting a product description from approved specifications or summarizing public customer-service instructions. Write down the inputs, the desired output, the time currently required and the common errors before trying a tool. Use the same examples to compare the existing process with the proposed AI-assisted process. Keep a person responsible for the final result. Treat a convincing demonstration as a reason to test further, not as proof of a productivity gain across the business. Source trail: - [central-virginia-sbdc-ai] AI Resources for Entrepreneurs — Central Virginia Small Business Development Center https://cvsbdc.org/resources-ai/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. #### Decide what information the task may use (includes desk analysis) Our analysis: start with public or deliberately prepared non-sensitive material. Before entering customer, employee, contract or proprietary information, examine the product’s terms, settings, access controls and your existing obligations. Do not assume that a tool suitable for a public marketing draft is suitable for a confidential client file. VITA’s AI material is a useful Virginia public-sector governance reference, but it concerns Commonwealth agency standards and processes. It is not presented here as a blanket legal requirement for every private Virginia business. Obtain advice for the rules and contracts that actually apply to your organization. [vita-ai] Source trail: - [vita-ai] Artificial intelligence standards and governance resources — Virginia Information Technologies Agency https://www.vita.virginia.gov/policy--governance/governance/artificial-intelligence/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [central-virginia-sbdc-ai] AI Resources for Entrepreneurs — Central Virginia Small Business Development Center https://cvsbdc.org/resources-ai/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. #### Check outputs against your own evidence (includes desk analysis) Our analysis: require the output to identify the supplied document, approved specification or public record supporting each consequential claim. Independently check names, dates, arithmetic and quoted text. A generated citation or confident tone does not establish that a source exists or supports the assertion. For an initial pilot, record how often a person must correct the result, how long review takes, and whether the revised process actually reduces work. Avoid publishing an output or making a customer promise until the responsible person has reviewed it. Source trail: - [central-virginia-sbdc-ai] AI Resources for Entrepreneurs — Central Virginia Small Business Development Center https://cvsbdc.org/resources-ai/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. #### Use local examples without borrowing their outcomes (includes desk analysis) Virginia-headquartered businesses such as Capital One and Appian describe AI research or enterprise applications. Their public descriptions help illustrate the breadth of the Commonwealth’s AI activity; they do not establish the return, cost, suitability or availability of a tool for a smaller business. [capital-one-ai, appian-company] Our analysis: use those examples to improve the questions you ask, then make a decision from your own pilot evidence. Continue through the Virginia companies and research directories for context, or the workforce page for documented education pathways. None of those listings promises a job, a customer outcome or a particular vendor relationship. Source trail: - [capital-one-ai] AI at Capital One — Capital One https://www.capitalone.com/tech/ai/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [appian-company] Appian headquarters and AI process automation — Appian https://appian.com/contact-us Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [nova-training] Data Center Operations programs — Northern Virginia Community College https://www.nvcc.edu/academics/programs/data-center-operations.html Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Virginia data-center water and capacity: what the terms establish Canonical: https://virginiai.com/guides/virginia-data-center-water-and-capacity Desk review: 2026-10-30 Audience: Researchers, property teams and community readers Distinguish IT load, utility service, cooling demand and approval states before comparing projects or drawing conclusions about a Virginia property. #### A megawatt figure needs a defined basis (includes desk analysis) An operator’s critical IT-load or campus-capacity specification describes a different measure from a utility service commitment. Vantage’s VA4 page identifies planned critical IT load and future delivery targets. QTS publishes critical campus specifications. These measures are not proof of delivered or energized utility capacity. [vantage-va4, qts-richmond] Our analysis: preserve the unit, capacity basis, phase, source date and planned-versus-delivered state. Do not combine a utility figure with an IT-load figure or add overlapping program and campus amounts simply because the values share an MW unit. Source trail: - [vantage-va4] Fredericksburg VA4 planned campus specifications — Vantage Data Centers https://vantage-dc.com/data-center-locations/north-america/fredericksburg-va/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [qts-richmond] Richmond 1 campus — QTS Data Centers https://q.com/data-centers/richmond-1/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. #### Power service is a sequence, not a map symbol (includes desk analysis) Dominion’s public process includes the customer’s load information, infrastructure planning and potentially additional infrastructure and regulatory steps. Its guidance describes site-specific plans and staged service. A nearby line or substation does not establish a property’s available capacity. [dominion-requests] Our analysis: maintain separate evidence for the request, proposed service arrangement, required facilities, conditions and actual energization. Treat a possible early service stage separately from the final load assumed in a developer’s full-buildout specification. Source trail: - [dominion-requests] Data center requests and site-specific power planning — Dominion Energy https://www.dominionenergy.com/virginia/large-business-services/data-center-requests Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. #### Water use depends on the facility and cooling design (includes desk analysis) JLARC’s Virginia review discusses differences in data-center cooling systems and water demand. A statewide observation cannot establish the actual peak demand, annual use, supplier capacity or permissions of a particular campus. [jlarc-data-centers] Our analysis: request the cooling design, peak and annual demand assumptions, supply source, utility commitments and relevant withdrawal or discharge records. Distinguish an operator’s design statement from measured operating use. If the source does not disclose an item, it remains unknown, not zero. Source trail: - [jlarc-data-centers] Data Centers in Virginia — Virginia Joint Legislative Audit and Review Commission https://jlarc.virginia.gov/landing-2024-data-centers-in-virginia.asp Original source publication: 2024-12-09; desk review: 2026-10-30; accessed: 2026-10-30. #### An approval answers a specific question (includes desk analysis) Virginia DEQ’s air-permit records concern an environmental approval trail; Loudoun’s guidance concerns local land-use controls. Neither source should be read as a universal statement that a project is built, financed, connected to utilities or operating. [deq-air, loudoun-land-use] Our analysis: identify the issuing authority, scope, conditions and date of each approval. Keep backup-generation permissions, cooling-water questions, local land use and utility service in separate diligence tracks until the record establishes how they connect. Source trail: - [deq-air] Issued air permits for data centers — Virginia Department of Environmental Quality https://www.deq.virginia.gov/news-info/shortcuts/permits/air/issued-air-permits-for-data-centers Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [loudoun-land-use] Data centers: land use considerations — Loudoun County https://www.loudoun.gov/6410/Land-Use-Considerations Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. #### Compare like with like and keep the gaps visible (includes desk analysis) Our analysis: compare the same capacity basis and development stage, and show the source trail alongside the figure. When the sources differ, state that difference rather than producing an apparently precise total. A smaller disclosed number is not necessarily a smaller completed project, and a larger marketed number is not necessarily a larger current utility customer. The Virginia tracker preserves those qualification fields and the comparison view presents each record’s disclosures separately. Use the source register for the original documents and the coverage matrix for unresolved fields; the desk’s selected records do not establish a complete statewide power or water denominator. Source trail: - [jlarc-data-centers] Data Centers in Virginia — Virginia Joint Legislative Audit and Review Commission https://jlarc.virginia.gov/landing-2024-data-centers-in-virginia.asp Original source publication: 2024-12-09; desk review: 2026-10-30; accessed: 2026-10-30. - [dominion-requests] Data center requests and site-specific power planning — Dominion Energy https://www.dominionenergy.com/virginia/large-business-services/data-center-requests Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vantage-va4] Fredericksburg VA4 planned campus specifications — Vantage Data Centers https://vantage-dc.com/data-center-locations/north-america/fredericksburg-va/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ## Virginia AI and real-estate research framework Canonical: https://virginiai.com/real-estate-impact ### Separate a regional signal from property demand Our analysis: an operator announcement or a Virginia headquarters address can identify a research lead. It does not establish demand for a particular parcel, office, warehouse or housing project. Begin with the actual customer, use, location, timing and evidence of commitment before translating an AI narrative into a property assumption. Google’s and AWS’s statewide programs illustrate why that separation matters: a broad announcement should not be assigned as value or expenditure to every nearby property. Keep the source scope attached to the assumption. [google-investment, aws-virginia] Source trail: - [google-investment] Google’s Virginia cloud and AI infrastructure investment — Google https://blog.google/company-news/inside-google/company-announcements/google-american-innovation-virginia/ Original source publication: 2025-08-27; desk review: 2026-10-30; accessed: 2026-10-30. - [aws-virginia] AWS’s long-term commitment to Virginia — Amazon Web Services https://www.aboutamazon.com/news/aws/aws-commitment-to-virginia Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Underwrite the site’s own constraints Our analysis: organize the file around title and site control, the governing jurisdiction, actual approvals, access, utilities, environmental conditions and the intended use. A postal locality or map marker is a navigation aid. It does not establish the parcel boundary, entitlement or capacity available to that property. Loudoun publishes a local land-use trail; Dominion describes site-specific power planning. Those sources point to separate diligence questions, rather than a statewide permission or automatic service commitment. [loudoun-land-use, dominion-requests] Source trail: - [loudoun-land-use] Data centers: land use considerations — Loudoun County https://www.loudoun.gov/6410/Land-Use-Considerations Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [dominion-requests] Data center requests and site-specific power planning — Dominion Energy https://www.dominionenergy.com/virginia/large-business-services/data-center-requests Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Keep delivery dependencies visible Our analysis: maintain separate dates for source announcement, approval, construction, service milestones and operation. Identify which party controls each dependency and which document supports the timing. A target passing without a confirming record should remain unresolved. QTS’s Ashburn source retains an expansion target and construction language; Vantage’s VA4 page describes future phases. These examples support asking for evidence of delivery rather than treating a schedule as an accomplished event. [qts-ashburn, vantage-va4] Source trail: - [qts-ashburn] Ashburn 1 campus — QTS Data Centers https://q.com/data-centers/ashburn-1/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vantage-va4] Fredericksburg VA4 planned campus specifications — Vantage Data Centers https://vantage-dc.com/data-center-locations/north-america/fredericksburg-va/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Model benefits only within their documented scope Our analysis: distinguish the buyer, operator, tenant and locality receiving or bearing an economic item. Tie an incentive, utility obligation, tax assumption or employment benefit to the actual agreement and performance period. A general program description is not a property-specific award. VEDP’s exemption guidance and the SCC’s large-load discussion concern defined programs and obligations. Use controlling records and qualified advisers for the actual transaction; this guide is a research framework, not a legal interpretation or a financial recommendation. [vedp-incentives, scc-data-centers] Source trail: - [vedp-incentives] Data center retail sales and use tax exemption — Virginia Economic Development Partnership https://www.vedp.org/incentive/data-center-retail-sales-use-tax-exemption Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [scc-data-centers] SCC facts and data center initiatives — Virginia State Corporation Commission https://www.scc.virginia.gov/about-the-scc/scc-facts/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Test adjacent opportunities against local evidence Our analysis: investigate possible supplier, training, research and business-service relationships without assuming an impact multiplier. Examine where work takes place, the skills or services required, procurement channels and measured outcomes. Construction activity, long-term operations and corporate AI activity are distinct sources of potential demand. Virginia’s university and workforce records provide starting points for that inquiry. They establish research or education activity, not a guaranteed contract, vacancy, enrollment place or property-market outcome. [vt-sanghani, uva-ai, nova-training, microsoft-academy] Source trail: - [vt-sanghani] Sanghani Center for Artificial Intelligence and Data Analytics — Virginia Tech https://sanghani.cs.vt.edu/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [uva-ai] Artificial Intelligence Research — University of Virginia https://engineering.virginia.edu/department/computer-science/research/artificial-intelligence-research Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [nova-training] Data Center Operations programs — Northern Virginia Community College https://www.nvcc.edu/academics/programs/data-center-operations.html Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [microsoft-academy] Microsoft Datacenter Academy – Virginia — Microsoft https://local.microsoft.com/blog/microsoft-datacenter-academy-virginia/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ## Virginia AI resource center Canonical: https://virginiai.com/virginia-ai-resource-center ### Understand Virginia’s AI economy https://virginiai.com/state-of-virginia-ai Start with the statewide orientation, company activity and institutional research. Preserve the distinction between capability and measured outcomes. Source trail: - [capital-one-ai] AI at Capital One — Capital One https://www.capitalone.com/tech/ai/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [gmu-ai] Powering Artificial Intelligence — George Mason University https://www.gmu.edu/research/AI Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [jlarc-ai] Governance and Oversight of Artificial Intelligence in Virginia — Virginia Joint Legislative Audit and Review Commission https://jlarc.virginia.gov/landing-2026-governance-and-oversight-of-artificial-intelligence-in-virginia.asp Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Track infrastructure and evidence https://virginiai.com/guides/track-virginia-data-centers Follow campus and program records, then inspect the source, scope, development stage and unresolved fields behind each entry. Source trail: - [aws-virginia] AWS’s long-term commitment to Virginia — Amazon Web Services https://www.aboutamazon.com/news/aws/aws-commitment-to-virginia Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [google-investment] Google’s Virginia cloud and AI infrastructure investment — Google https://blog.google/company-news/inside-google/company-announcements/google-american-innovation-virginia/ Original source publication: 2025-08-27; desk review: 2026-10-30; accessed: 2026-10-30. - [dominion-requests] Data center requests and site-specific power planning — Dominion Energy https://www.dominionenergy.com/virginia/large-business-services/data-center-requests Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Evaluate a property question https://virginiai.com/real-estate-impact Use a source-aware real-estate diligence framework for site constraints, delivery dependencies, economic assumptions and local opportunities. Source trail: - [loudoun-land-use] Data centers: land use considerations — Loudoun County https://www.loudoun.gov/6410/Land-Use-Considerations Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vedp-incentives] Data center retail sales and use tax exemption — Virginia Economic Development Partnership https://www.vedp.org/incentive/data-center-retail-sales-use-tax-exemption Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [scc-data-centers] SCC facts and data center initiatives — Virginia State Corporation Commission https://www.scc.virginia.gov/about-the-scc/scc-facts/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Put practical AI to work https://virginiai.com/guides/ai-for-small-business-virginia Find Virginia business-support resources and design a bounded pilot with reviewable inputs, quality checks and a responsible owner. Source trail: - [virginia-sbdc-resources] Virginia SBDC business resource directory — Virginia Small Business Development Center Network https://www.virginiasbdc.org/resources/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [central-virginia-sbdc-ai] AI Resources for Entrepreneurs — Central Virginia Small Business Development Center https://cvsbdc.org/resources-ai/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Explore learning and workforce pathways https://virginiai.com/jobs Review published education pathways and research institutions. Check current enrollment, opportunities and availability directly with each provider. Source trail: - [nova-training] Data Center Operations programs — Northern Virginia Community College https://www.nvcc.edu/academics/programs/data-center-operations.html Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [microsoft-academy] Microsoft Datacenter Academy – Virginia — Microsoft https://local.microsoft.com/blog/microsoft-datacenter-academy-virginia/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [vt-sanghani] Sanghani Center for Artificial Intelligence and Data Analytics — Virginia Tech https://sanghani.cs.vt.edu/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. ### Read public policy and resource boundaries https://virginiai.com/policy Consult Virginia agency resources and oversight records, keeping recommendations, adopted standards and project-specific obligations distinct. Source trail: - [vita-ai] Artificial intelligence standards and governance resources — Virginia Information Technologies Agency https://www.vita.virginia.gov/policy--governance/governance/artificial-intelligence/ Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [jlarc-ai] Governance and Oversight of Artificial Intelligence in Virginia — Virginia Joint Legislative Audit and Review Commission https://jlarc.virginia.gov/landing-2026-governance-and-oversight-of-artificial-intelligence-in-virginia.asp Original source publication: not recorded; desk review: 2026-10-30; accessed: 2026-10-30. - [jlarc-data-centers] Data Centers in Virginia — Virginia Joint Legislative Audit and Review Commission https://jlarc.virginia.gov/landing-2024-data-centers-in-virginia.asp Original source publication: 2024-12-09; desk review: 2026-10-30; accessed: 2026-10-30.