# TennessAI — full reviewed Tennessee research register

Canonical site: https://tennessai.com
Initial register review: 2026-11-03.
Scope: a selected research register, not a census of every Tennessee 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 (6)

### Kairos Power Hermes 2 — Oak Ridge
Canonical: https://tennessai.com/data-centers/kairos-hermes-2-oak-ridge
Operator: Kairos Power
Record scope: program
Location label: Oak Ridge
Locality: Roane County
Region: east
Source-attributed status: Power purchase agreement signed — operations planned 2030
Confidence: B
Investment disclosure: Not disclosed in cited source
Power disclosure: Up to 50 MW planned — PPA
Jobs disclosure: Not disclosed in cited source
Desk review: 2026-11-03

On August 18, 2025 Google, Kairos Power and TVA announced a PPA under which Hermes 2 in Oak Ridge would deliver up to 50 MW to TVA's grid, scheduled to begin operations in 2030.

Kairos says TVA is the first U.S. utility to sign a PPA for electricity from a Gen IV reactor.

Hermes 2 is the first deployment under Kairos's agreement with Google for 500 MW of advanced nuclear capacity by 2035. Planned capacity is not delivered capacity.

Source trail:
- [kairos-hermes2-tva] Google, Kairos Power, TVA collaborate to meet America's growing energy needs — Kairos Power
  https://www.kairospower.com/updates/google-kairos-power-tva-collaborate-to-meet-americas-growing-energy-needs
  Original source publication: 2025-08-18; desk review: 2026-11-03; accessed: 2026-11-03.
- [google-kairos-tva] Our first advanced nuclear reactor project with Kairos Power and Tennessee Valley Authority — Google
  https://blog.google/company-news/outreach-and-initiatives/sustainability/google-first-advanced-nuclear-reactor-project-with-kairos-power-and-tennessee-valley-authority/
  Original source publication: 2025-08-18; desk review: 2026-11-03; accessed: 2026-11-03.

### ORNL Discovery and Lux AI supercomputers
Canonical: https://tennessai.com/data-centers/ornl-discovery-lux
Operator: Oak Ridge National Laboratory (DOE)
Record scope: program
Location label: Oak Ridge
Locality: Anderson County
Region: east
Source-attributed status: Announced — Lux 2026, Discovery 2028
Confidence: A
Investment disclosure: Not disclosed in cited ORNL/DOE source
Power disclosure: Not disclosed in cited source
Jobs disclosure: Not disclosed in cited source
Desk review: 2026-11-03

DOE announced on October 27, 2025 two AMD-powered, HPE-built systems at ORNL: the Lux AI cluster, to be deployed in early 2026, and Discovery, to be delivered in 2028 as Frontier's successor.

Lux uses AMD Instinct MI355X GPUs and leverages Oracle Cloud Infrastructure; Discovery is based on the HPE Cray Supercomputing GX5000 with AMD MI430X GPUs.

Delivery dates are announced schedules, not confirmed installations.

Source trail:
- [ornl-discovery-lux] ORNL, AMD and HPE to deliver DOE's newest AI supercomputers: Discovery and Lux — Oak Ridge National Laboratory
  https://www.ornl.gov/news/ornl-amd-and-hpe-deliver-does-newest-ai-supercomputers-discovery-and-lux/
  Original source publication: 2025-10-27; desk review: 2026-11-03; accessed: 2026-11-03.
- [doe-discovery-lux] Energy Department announces new public-private partnership model, two supercomputers — U.S. Department of Energy
  https://www.energy.gov/articles/energy-department-announces-new-public-private-partnership-model-two-supercomputers
  Original source publication: 2025-10-27; desk review: 2026-11-03; accessed: 2026-11-03.

### xAI Colossus — Paul R. Lowry Road
Canonical: https://tennessai.com/data-centers/xai-colossus-memphis
Operator: xAI
Record scope: campus
Location label: 3231 Paul R. Lowry Road, Memphis
Locality: Shelby County
Region: memphis
Source-attributed status: Operating — expansion reported
Confidence: B
Investment disclosure: Not disclosed by operator; Chamber cites largest new-to-market investment in Memphis history
Power disclosure: Not disclosed in cited source
Jobs disclosure: Not disclosed in cited source
Desk review: 2026-11-03
Map qualification: Census Gazetteer internal point for Shelby County; not the campus location.

The Greater Memphis Chamber announced on June 5, 2024 that xAI's supercomputer would occupy a former manufacturing facility in Memphis. The Commercial Appeal records the site as the former Electrolux building at 3231 Paul R. Lowry Road.

The Chamber's December 4, 2024 release says the Colossus expansion will incorporate a minimum of one million GPUs; that is a stated plan, not a verified installed count.

The Commercial Appeal reports xAI said Colossus grew from 100,000 to 200,000 GPUs after coming online in September 2024.

On July 2, 2025 the Shelby County Health Department granted an air permit for 15 natural-gas turbines at the site, per The Commercial Appeal. The permit's terms should be read from the agency record.

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: 2026-11-03; accessed: 2026-11-03.
- [xai-memphis-chamber] Velocity meets potency: xAI announces Memphis as new home — Greater Memphis Chamber
  https://memphischamber.com/blog/press-release/velocity-meets-potency-xai-announces-memphis-as-new-home/
  Original source publication: 2024-06-05; desk review: 2026-11-03; accessed: 2026-11-03.
- [xai-memphis-timeline] xAI in Memphis: How the project came together and where it stands — The Commercial Appeal
  https://www.commercialappeal.com/story/money/business/development/2025/06/05/elon-musk-xai-supercomputer-grok-memphis-tn/83599473007/
  Original source publication: 2025-06-05; desk review: 2026-11-03; accessed: 2026-11-03.
- [xai-turbine-permit] xAI granted permit for turbines at Memphis site — The Commercial Appeal
  https://www.commercialappeal.com/story/money/business/development/2025/07/02/elon-musk-xai-turbines-in-memphis-permit/84451755007/
  Original source publication: 2025-07-02; desk review: 2026-11-03; accessed: 2026-11-03.

### xAI Colossus 2 — Tulane Road
Canonical: https://tennessai.com/data-centers/xai-colossus-2-tulane-road
Operator: xAI
Record scope: campus
Location label: 5420 Tulane Road, Whitehaven, Memphis
Locality: Shelby County
Region: memphis
Source-attributed status: Site acquired — power arrangements attributed to xAI
Confidence: B
Investment disclosure: $80M land purchase reported by DCD
Power disclosure: ~0.5 MW MLGW general service (MLGW); main supply not disclosed by MLGW
Jobs disclosure: Not disclosed in cited source
Desk review: 2026-11-03
Map qualification: Census Gazetteer internal point for Shelby County; not the campus location.

The Greater Memphis Chamber announced in March 2025 that xAI bought a one-million-square-foot property in Southwest Memphis. DatacenterDynamics reported an $80 million purchase of parcels off Tulane Road in Whitehaven.

MLGW's July 22, 2025 statement says it supplies about 0.5 MW under a general services agreement at 5420 Tulane Road and is not supplying power to Colossus 2.

DatacenterDynamics reported xAI's Brent Mayo said the site could host up to 350,000 GPUs; treat that as an operator statement.

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: 2026-11-03; accessed: 2026-11-03.
- [xai-memphis-expansion] xAI expands Memphis footprint with major property acquisition in Southwest Memphis — Greater Memphis Chamber
  https://memphischamber.com/blog/press-release/expansion-follows-december-announcement-of-supercomputer-growth-and-tech-partnership-ecosystem/
  Original source publication: 2025-03-07; desk review: 2026-11-03; accessed: 2026-11-03.
- [xai-tulane-dcd] Elon Musk's xAI buys 1 million sq ft site for second Memphis data center — DatacenterDynamics
  https://www.datacenterdynamics.com/en/news/elon-musks-xai-buys-one-million-sq-ft-site-for-second-memphis-data-center/
  Original source publication: 2025-03-10; desk review: 2026-11-03; accessed: 2026-11-03.
- [mlgw-xai-statement] MLGW statement on xAI's 5420 Tulane Road location — Memphis Light, Gas and Water
  https://www.mlgw.com/images/content/files/pdf/XAIJuly2025Statement.pdf
  Original source publication: 2025-07-22; desk review: 2026-11-03; accessed: 2026-11-03.

### Meta Gallatin Data Center
Canonical: https://tennessai.com/data-centers/meta-gallatin
Operator: Meta
Record scope: campus
Location label: Gallatin
Locality: Sumner County
Region: middle
Source-attributed status: Serving traffic since November 2024
Confidence: A
Investment disclosure: More than $1.5B at full build-out — operator
Power disclosure: Not disclosed (530 MW renewable procurement is separate)
Jobs disclosure: Over 100 operational jobs — operator, 2024
Desk review: 2026-11-03
Map qualification: Census Gazetteer internal point for Sumner County; not the campus location.

Meta broke ground in Gallatin in August 2020 on a 982,000-square-foot campus and announced on November 14, 2024 that the data center was serving traffic.

Meta's 2020 post put the investment at more than $800 million supporting about 100 jobs; its 2024 post says the fully built facility will represent more than $1.5 billion in Tennessee.

Meta says eight Meta-supported projects with TVA add 530 MW of new renewable energy in Tennessee; that is a renewable-supply figure, not the campus load.

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: 2026-11-03; accessed: 2026-11-03.
- [meta-gallatin] Hello, Gallatin! — Meta
  https://datacenters.atmeta.com/2020/08/hello-gallatin/
  Original source publication: 2020-08-12; desk review: 2026-11-03; accessed: 2026-11-03.
- [meta-gallatin-online] Gallatin, we are online! — Meta
  https://datacenters.atmeta.com/2024/11/gallatin-we-are-online/
  Original source publication: 2024-11-14; desk review: 2026-11-03; accessed: 2026-11-03.
- [tnecd-meta-gallatin] Governor Lee, Commissioner Rolfe announce Facebook to build $800 million data center in Gallatin — Tennessee Department of Economic and Community Development
  https://www.tn.gov/ecd/news/2020/8/12/governor-lee--commissioner-rolfe-announce-facebook-to-build--800-million-data-center-in-gallatin.html
  Original source publication: 2020-08-12; desk review: 2026-11-03; accessed: 2026-11-03.

### Google Montgomery County data center
Canonical: https://tennessai.com/data-centers/google-montgomery-county
Operator: Google
Record scope: campus
Location label: Clarksville
Locality: Montgomery County
Region: middle
Source-attributed status: Operating data center
Confidence: A
Investment disclosure: Not disclosed in cited source
Power disclosure: Not disclosed in cited source
Jobs disclosure: Not disclosed in cited source
Desk review: 2026-11-03
Map qualification: Census Gazetteer internal point for Montgomery County; not the campus location.

Google lists Montgomery County, Tennessee among its data center locations. Google's August 2025 announcement says the Kairos/TVA agreement supports its data centers in Montgomery County.

Investment and staffing totals are not repeated here unless taken from a current Google page.

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: 2026-11-03; accessed: 2026-11-03.
- [google-montgomery] Montgomery County, Tennessee data center location — Google
  https://datacenters.google/locations/tennessee/
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.
- [google-kairos-tva] Our first advanced nuclear reactor project with Kairos Power and Tennessee Valley Authority — Google
  https://blog.google/company-news/outreach-and-initiatives/sustainability/google-first-advanced-nuclear-reactor-project-with-kairos-power-and-tennessee-valley-authority/
  Original source publication: 2025-08-18; desk review: 2026-11-03; accessed: 2026-11-03.

## Published research editions (1)

### Tennessee AI Daily Brief — November 3, 2026
Canonical: https://tennessai.com/briefs/2026-11-03-tennessee-ai-daily-brief
Research edition: 2026-11-03; desk review: 2026-11-03.
Category: daily-brief; channel: daily-brief.

A source-register baseline for TennessAI's campuses, research and policy records.

Research desk synthesis · Inaugural source-register review, November 3, 2026. Earlier source dates remain explicit; this review is not a new project announcement.

The Greater Memphis Chamber announced xAI's Memphis supercomputer on June 5, 2024; the site is the former Electrolux building on Paul R. Lowry Road. [xai-memphis-chamber, xai-memphis-timeline]

MLGW's July 22, 2025 statement says it is not supplying power to Colossus 2 at 5420 Tulane Road. [mlgw-xai-statement]

Meta announced on November 14, 2024 that its Gallatin Data Center is serving traffic. [meta-gallatin-online]

Google, Kairos Power and TVA's August 18, 2025 agreement plans up to 50 MW from Hermes 2 in Oak Ridge starting in 2030. [kairos-hermes2-tva, google-kairos-tva]

DOE's October 27, 2025 announcement schedules the Lux AI cluster at ORNL for early 2026 and Discovery for 2028. [ornl-discovery-lux, doe-discovery-lux]

Tennessee's ELVIS Act, signed March 21, 2024, remains the state's signature AI likeness law. [tn-elvis-act]

Source trail:
- [xai-memphis-chamber] Velocity meets potency: xAI announces Memphis as new home — Greater Memphis Chamber
  https://memphischamber.com/blog/press-release/velocity-meets-potency-xai-announces-memphis-as-new-home/
  Original source publication: 2024-06-05; desk review: 2026-11-03; accessed: 2026-11-03.
- [xai-memphis-timeline] xAI in Memphis: How the project came together and where it stands — The Commercial Appeal
  https://www.commercialappeal.com/story/money/business/development/2025/06/05/elon-musk-xai-supercomputer-grok-memphis-tn/83599473007/
  Original source publication: 2025-06-05; desk review: 2026-11-03; accessed: 2026-11-03.
- [mlgw-xai-statement] MLGW statement on xAI's 5420 Tulane Road location — Memphis Light, Gas and Water
  https://www.mlgw.com/images/content/files/pdf/XAIJuly2025Statement.pdf
  Original source publication: 2025-07-22; desk review: 2026-11-03; accessed: 2026-11-03.
- [meta-gallatin-online] Gallatin, we are online! — Meta
  https://datacenters.atmeta.com/2024/11/gallatin-we-are-online/
  Original source publication: 2024-11-14; desk review: 2026-11-03; accessed: 2026-11-03.
- [kairos-hermes2-tva] Google, Kairos Power, TVA collaborate to meet America's growing energy needs — Kairos Power
  https://www.kairospower.com/updates/google-kairos-power-tva-collaborate-to-meet-americas-growing-energy-needs
  Original source publication: 2025-08-18; desk review: 2026-11-03; accessed: 2026-11-03.
- [google-kairos-tva] Our first advanced nuclear reactor project with Kairos Power and Tennessee Valley Authority — Google
  https://blog.google/company-news/outreach-and-initiatives/sustainability/google-first-advanced-nuclear-reactor-project-with-kairos-power-and-tennessee-valley-authority/
  Original source publication: 2025-08-18; desk review: 2026-11-03; accessed: 2026-11-03.
- [ornl-discovery-lux] ORNL, AMD and HPE to deliver DOE's newest AI supercomputers: Discovery and Lux — Oak Ridge National Laboratory
  https://www.ornl.gov/news/ornl-amd-and-hpe-deliver-does-newest-ai-supercomputers-discovery-and-lux/
  Original source publication: 2025-10-27; desk review: 2026-11-03; accessed: 2026-11-03.
- [doe-discovery-lux] Energy Department announces new public-private partnership model, two supercomputers — U.S. Department of Energy
  https://www.energy.gov/articles/energy-department-announces-new-public-private-partnership-model-two-supercomputers
  Original source publication: 2025-10-27; desk review: 2026-11-03; accessed: 2026-11-03.
- [tn-elvis-act] Gov. Lee signs ELVIS Act into law — Office of the Governor of Tennessee
  https://www.tn.gov/governor/news/2024/3/21/photos--gov--lee-signs-elvis-act-into-law.html
  Original source publication: 2024-03-21; desk review: 2026-11-03; accessed: 2026-11-03.

## Topic channels

### Power & grid
Canonical: https://tennessai.com/topics/power
Desk review: 2026-11-03

TVA, local power companies and the difference between a contract, a plan and energized service.

TVA's August 2025 agreement with Kairos Power buys up to 50 MW from Hermes 2, scheduled for 2030. A PPA is not operating generation. [kairos-hermes2-tva]

MLGW's July 2025 statement distinguishes a 0.5 MW general service at xAI's Tulane Road site from power for Colossus 2, which MLGW says it is not supplying. [mlgw-xai-statement]

Our analysis: identify the actual serving utility and service agreement for a specific property before assuming capacity.

Source trail:
- [kairos-hermes2-tva] Google, Kairos Power, TVA collaborate to meet America's growing energy needs — Kairos Power
  https://www.kairospower.com/updates/google-kairos-power-tva-collaborate-to-meet-americas-growing-energy-needs
  Original source publication: 2025-08-18; desk review: 2026-11-03; accessed: 2026-11-03.
- [mlgw-xai-statement] MLGW statement on xAI's 5420 Tulane Road location — Memphis Light, Gas and Water
  https://www.mlgw.com/images/content/files/pdf/XAIJuly2025Statement.pdf
  Original source publication: 2025-07-22; desk review: 2026-11-03; accessed: 2026-11-03.

### Water & cooling
Canonical: https://tennessai.com/topics/water
Desk review: 2026-11-03

Operator water claims, kept separate from measured withdrawals.

Meta states its Gallatin campus is designed to use 80% less water than the average data center; that is an operator design claim, not a measured figure. [meta-gallatin]

The Commercial Appeal reported in 2024 that MLGW confirmed xAI was looking to build a greywater facility to aid cooling at Paul R. Lowry Road. [xai-memphis-timeline]

Our analysis: where a campus has not disclosed water use, the value is unknown, not zero.

Source trail:
- [meta-gallatin] Hello, Gallatin! — Meta
  https://datacenters.atmeta.com/2020/08/hello-gallatin/
  Original source publication: 2020-08-12; desk review: 2026-11-03; accessed: 2026-11-03.
- [xai-memphis-timeline] xAI in Memphis: How the project came together and where it stands — The Commercial Appeal
  https://www.commercialappeal.com/story/money/business/development/2025/06/05/elon-musk-xai-supercomputer-grok-memphis-tn/83599473007/
  Original source publication: 2025-06-05; desk review: 2026-11-03; accessed: 2026-11-03.

### Permitting
Canonical: https://tennessai.com/topics/permitting
Desk review: 2026-11-03

Air and site permits, tied to the specific agency record.

The Commercial Appeal reported that the Shelby County Health Department granted xAI an air permit for 15 natural-gas turbines on July 2, 2025. [xai-turbine-permit]

The Greater Memphis Chamber's 2024 release said the xAI project was pending approval by EDGE, TVA and governing authorities. [xai-memphis-chamber]

Source trail:
- [xai-turbine-permit] xAI granted permit for turbines at Memphis site — The Commercial Appeal
  https://www.commercialappeal.com/story/money/business/development/2025/07/02/elon-musk-xai-turbines-in-memphis-permit/84451755007/
  Original source publication: 2025-07-02; desk review: 2026-11-03; accessed: 2026-11-03.
- [xai-memphis-chamber] Velocity meets potency: xAI announces Memphis as new home — Greater Memphis Chamber
  https://memphischamber.com/blog/press-release/velocity-meets-potency-xai-announces-memphis-as-new-home/
  Original source publication: 2024-06-05; desk review: 2026-11-03; accessed: 2026-11-03.

### Investment & incentives
Canonical: https://tennessai.com/topics/incentives
Desk review: 2026-11-03

Investment disclosures and economic-development announcements, with scope retained.

Meta's investment disclosure for Gallatin rose from more than $800 million in 2020 to more than $1.5 billion at full build-out in its 2024 post. [meta-gallatin, meta-gallatin-online]

The Tennessee Department of Economic and Community Development announced the Gallatin project with Gov. Bill Lee in August 2020. [tnecd-meta-gallatin]

Our analysis: an announced investment is not verified spending, and incentive terms must come from the written agreement.

Source trail:
- [meta-gallatin] Hello, Gallatin! — Meta
  https://datacenters.atmeta.com/2020/08/hello-gallatin/
  Original source publication: 2020-08-12; desk review: 2026-11-03; accessed: 2026-11-03.
- [meta-gallatin-online] Gallatin, we are online! — Meta
  https://datacenters.atmeta.com/2024/11/gallatin-we-are-online/
  Original source publication: 2024-11-14; desk review: 2026-11-03; accessed: 2026-11-03.
- [tnecd-meta-gallatin] Governor Lee, Commissioner Rolfe announce Facebook to build $800 million data center in Gallatin — Tennessee Department of Economic and Community Development
  https://www.tn.gov/ecd/news/2020/8/12/governor-lee--commissioner-rolfe-announce-facebook-to-build--800-million-data-center-in-gallatin.html
  Original source publication: 2020-08-12; desk review: 2026-11-03; accessed: 2026-11-03.

### Workforce
Canonical: https://tennessai.com/topics/workforce
Desk review: 2026-11-03

Training programs and operator job disclosures, separate from live openings.

Meta reports over 100 operational jobs at Gallatin. [meta-gallatin-online]

UT Knoxville's AI Tennessee initiative describes AI education and workforce development. [utk-ai-tennessee]

Google says Kairos Power's Oak Ridge work includes programs with the University of Tennessee to grow local workforce talent. [google-kairos-tva]

Source trail:
- [meta-gallatin-online] Gallatin, we are online! — Meta
  https://datacenters.atmeta.com/2024/11/gallatin-we-are-online/
  Original source publication: 2024-11-14; desk review: 2026-11-03; accessed: 2026-11-03.
- [utk-ai-tennessee] AI Tennessee — University of Tennessee, Knoxville
  https://research.utk.edu/aitn/
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.
- [google-kairos-tva] Our first advanced nuclear reactor project with Kairos Power and Tennessee Valley Authority — Google
  https://blog.google/company-news/outreach-and-initiatives/sustainability/google-first-advanced-nuclear-reactor-project-with-kairos-power-and-tennessee-valley-authority/
  Original source publication: 2025-08-18; desk review: 2026-11-03; accessed: 2026-11-03.

### Research & supercomputing
Canonical: https://tennessai.com/topics/research
Desk review: 2026-11-03

Oak Ridge National Laboratory and university AI programs.

DOE announced the Lux AI cluster at ORNL for early 2026 and the Discovery system for 2028. [ornl-discovery-lux, doe-discovery-lux]

Vanderbilt's VALIANT lab and UT Knoxville's AI Tennessee initiative describe their own AI research. [vanderbilt-valiant, utk-ai-tennessee]

Source trail:
- [ornl-discovery-lux] ORNL, AMD and HPE to deliver DOE's newest AI supercomputers: Discovery and Lux — Oak Ridge National Laboratory
  https://www.ornl.gov/news/ornl-amd-and-hpe-deliver-does-newest-ai-supercomputers-discovery-and-lux/
  Original source publication: 2025-10-27; desk review: 2026-11-03; accessed: 2026-11-03.
- [doe-discovery-lux] Energy Department announces new public-private partnership model, two supercomputers — U.S. Department of Energy
  https://www.energy.gov/articles/energy-department-announces-new-public-private-partnership-model-two-supercomputers
  Original source publication: 2025-10-27; desk review: 2026-11-03; accessed: 2026-11-03.
- [vanderbilt-valiant] VALIANT — Vanderbilt Lab for Immersive AI Translation — Vanderbilt University
  https://www.vanderbilt.edu/valiant/
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.
- [utk-ai-tennessee] AI Tennessee — University of Tennessee, Knoxville
  https://research.utk.edu/aitn/
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.

### AI policy
Canonical: https://tennessai.com/topics/ai-policy
Desk review: 2026-11-03

The ELVIS Act and the state's AI Advisory Council.

Gov. Bill Lee signed the ELVIS Act on March 21, 2024, adding voice to Tennessee's personal-rights protections against AI misuse. [tn-elvis-act]

The state's AI Advisory Council released an action plan in November 2025. Recommendations are not enacted law. [tn-ai-council, tn-ai-action-plan]

Source trail:
- [tn-elvis-act] Gov. Lee signs ELVIS Act into law — Office of the Governor of Tennessee
  https://www.tn.gov/governor/news/2024/3/21/photos--gov--lee-signs-elvis-act-into-law.html
  Original source publication: 2024-03-21; desk review: 2026-11-03; accessed: 2026-11-03.
- [tn-ai-council] Artificial Intelligence Advisory Council — Tennessee Department of Finance & Administration
  https://www.tn.gov/finance/ai-council.html
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.
- [tn-ai-action-plan] Tennessee sets bold course for AI leadership — Tennessee Department of Finance & Administration
  https://www.tn.gov/finance/news/2025/11/24/tennessee-sets-bold-course-for-ai-leadership.html
  Original source publication: 2025-11-24; desk review: 2026-11-03; accessed: 2026-11-03.

## Regional context

### Memphis & West Tennessee
Canonical: https://tennessai.com/regions/memphis
Desk review: 2026-11-03
Localities and regional labels: Shelby County

xAI's Paul R. Lowry Road and Tulane Road sites, served in part by MLGW.

Source trail:
- [xai-memphis-chamber] Velocity meets potency: xAI announces Memphis as new home — Greater Memphis Chamber
  https://memphischamber.com/blog/press-release/velocity-meets-potency-xai-announces-memphis-as-new-home/
  Original source publication: 2024-06-05; desk review: 2026-11-03; accessed: 2026-11-03.
- [mlgw-xai-statement] MLGW statement on xAI's 5420 Tulane Road location — Memphis Light, Gas and Water
  https://www.mlgw.com/images/content/files/pdf/XAIJuly2025Statement.pdf
  Original source publication: 2025-07-22; desk review: 2026-11-03; accessed: 2026-11-03.

### Middle Tennessee
Canonical: https://tennessai.com/regions/middle
Desk review: 2026-11-03
Localities and regional labels: Sumner County; Montgomery County; Davidson County

Meta's Gallatin campus and Google's Montgomery County data center.

Source trail:
- [meta-gallatin-online] Gallatin, we are online! — Meta
  https://datacenters.atmeta.com/2024/11/gallatin-we-are-online/
  Original source publication: 2024-11-14; desk review: 2026-11-03; accessed: 2026-11-03.
- [google-montgomery] Montgomery County, Tennessee data center location — Google
  https://datacenters.google/locations/tennessee/
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.

### East Tennessee & Oak Ridge
Canonical: https://tennessai.com/regions/east
Desk review: 2026-11-03
Localities and regional labels: Anderson County; Roane County; Knox County

ORNL supercomputing and the Kairos Hermes 2 advanced reactor project.

Source trail:
- [ornl-discovery-lux] ORNL, AMD and HPE to deliver DOE's newest AI supercomputers: Discovery and Lux — Oak Ridge National Laboratory
  https://www.ornl.gov/news/ornl-amd-and-hpe-deliver-does-newest-ai-supercomputers-discovery-and-lux/
  Original source publication: 2025-10-27; desk review: 2026-11-03; accessed: 2026-11-03.
- [kairos-hermes2-tva] Google, Kairos Power, TVA collaborate to meet America's growing energy needs — Kairos Power
  https://www.kairospower.com/updates/google-kairos-power-tva-collaborate-to-meet-americas-growing-energy-needs
  Original source publication: 2025-08-18; desk review: 2026-11-03; accessed: 2026-11-03.

## Tennessee ecosystem

### Vanderbilt University
Category: research; locality: Davidson County.
Original institution: https://www.vanderbilt.edu/valiant/
Desk review: 2026-11-03.

Vanderbilt's VALIANT lab supports multidisciplinary AI research translation, and the university maintains a generative AI resource hub.

Source trail:
- [vanderbilt-valiant] VALIANT — Vanderbilt Lab for Immersive AI Translation — Vanderbilt University
  https://www.vanderbilt.edu/valiant/
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.
- [vanderbilt-genai] Generative AI at Vanderbilt — Vanderbilt University
  https://www.vanderbilt.edu/generative-ai/
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.

### University of Tennessee, Knoxville — AI Tennessee
Category: research; locality: Knox County.
Original institution: https://research.utk.edu/aitn/
Desk review: 2026-11-03.

AI Tennessee is UT Knoxville's initiative coordinating AI research, education and workforce development.

Source trail:
- [utk-ai-tennessee] AI Tennessee — University of Tennessee, Knoxville
  https://research.utk.edu/aitn/
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.

### Oak Ridge National Laboratory
Category: research; locality: Anderson County.
Original institution: https://www.ornl.gov/
Desk review: 2026-11-03.

DOE laboratory hosting Frontier and the announced Lux and Discovery AI systems.

Source trail:
- [ornl-discovery-lux] ORNL, AMD and HPE to deliver DOE's newest AI supercomputers: Discovery and Lux — Oak Ridge National Laboratory
  https://www.ornl.gov/news/ornl-amd-and-hpe-deliver-does-newest-ai-supercomputers-discovery-and-lux/
  Original source publication: 2025-10-27; desk review: 2026-11-03; accessed: 2026-11-03.

### Tennessee Valley Authority
Category: company; locality: Knox County.
Original institution: https://www.tva.com/
Desk review: 2026-11-03.

Federal power provider that signed the Hermes 2 PPA with Kairos Power.

Source trail:
- [kairos-hermes2-tva] Google, Kairos Power, TVA collaborate to meet America's growing energy needs — Kairos Power
  https://www.kairospower.com/updates/google-kairos-power-tva-collaborate-to-meet-americas-growing-energy-needs
  Original source publication: 2025-08-18; desk review: 2026-11-03; accessed: 2026-11-03.

### Tennessee AI Advisory Council
Category: policy; locality: Statewide.
Original institution: https://www.tn.gov/finance/ai-council.html
Desk review: 2026-11-03.

State council that released an AI action plan in November 2025.

Source trail:
- [tn-ai-council] Artificial Intelligence Advisory Council — Tennessee Department of Finance & Administration
  https://www.tn.gov/finance/ai-council.html
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.
- [tn-ai-action-plan] Tennessee sets bold course for AI leadership — Tennessee Department of Finance & Administration
  https://www.tn.gov/finance/news/2025/11/24/tennessee-sets-bold-course-for-ai-leadership.html
  Original source publication: 2025-11-24; desk review: 2026-11-03; accessed: 2026-11-03.

## Named primary sources (21)

- [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: 2026-11-03; accessed: 2026-11-03.
- [xai-memphis-chamber] Velocity meets potency: xAI announces Memphis as new home — Greater Memphis Chamber
  https://memphischamber.com/blog/press-release/velocity-meets-potency-xai-announces-memphis-as-new-home/
  Original source publication: 2024-06-05; desk review: 2026-11-03; accessed: 2026-11-03.
- [xai-memphis-expansion] xAI expands Memphis footprint with major property acquisition in Southwest Memphis — Greater Memphis Chamber
  https://memphischamber.com/blog/press-release/expansion-follows-december-announcement-of-supercomputer-growth-and-tech-partnership-ecosystem/
  Original source publication: 2025-03-07; desk review: 2026-11-03; accessed: 2026-11-03.
- [xai-memphis-timeline] xAI in Memphis: How the project came together and where it stands — The Commercial Appeal
  https://www.commercialappeal.com/story/money/business/development/2025/06/05/elon-musk-xai-supercomputer-grok-memphis-tn/83599473007/
  Original source publication: 2025-06-05; desk review: 2026-11-03; accessed: 2026-11-03.
- [xai-turbine-permit] xAI granted permit for turbines at Memphis site — The Commercial Appeal
  https://www.commercialappeal.com/story/money/business/development/2025/07/02/elon-musk-xai-turbines-in-memphis-permit/84451755007/
  Original source publication: 2025-07-02; desk review: 2026-11-03; accessed: 2026-11-03.
- [xai-tulane-dcd] Elon Musk's xAI buys 1 million sq ft site for second Memphis data center — DatacenterDynamics
  https://www.datacenterdynamics.com/en/news/elon-musks-xai-buys-one-million-sq-ft-site-for-second-memphis-data-center/
  Original source publication: 2025-03-10; desk review: 2026-11-03; accessed: 2026-11-03.
- [mlgw-xai-statement] MLGW statement on xAI's 5420 Tulane Road location — Memphis Light, Gas and Water
  https://www.mlgw.com/images/content/files/pdf/XAIJuly2025Statement.pdf
  Original source publication: 2025-07-22; desk review: 2026-11-03; accessed: 2026-11-03.
- [meta-gallatin] Hello, Gallatin! — Meta
  https://datacenters.atmeta.com/2020/08/hello-gallatin/
  Original source publication: 2020-08-12; desk review: 2026-11-03; accessed: 2026-11-03.
- [meta-gallatin-online] Gallatin, we are online! — Meta
  https://datacenters.atmeta.com/2024/11/gallatin-we-are-online/
  Original source publication: 2024-11-14; desk review: 2026-11-03; accessed: 2026-11-03.
- [tnecd-meta-gallatin] Governor Lee, Commissioner Rolfe announce Facebook to build $800 million data center in Gallatin — Tennessee Department of Economic and Community Development
  https://www.tn.gov/ecd/news/2020/8/12/governor-lee--commissioner-rolfe-announce-facebook-to-build--800-million-data-center-in-gallatin.html
  Original source publication: 2020-08-12; desk review: 2026-11-03; accessed: 2026-11-03.
- [google-montgomery] Montgomery County, Tennessee data center location — Google
  https://datacenters.google/locations/tennessee/
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.
- [google-kairos-tva] Our first advanced nuclear reactor project with Kairos Power and Tennessee Valley Authority — Google
  https://blog.google/company-news/outreach-and-initiatives/sustainability/google-first-advanced-nuclear-reactor-project-with-kairos-power-and-tennessee-valley-authority/
  Original source publication: 2025-08-18; desk review: 2026-11-03; accessed: 2026-11-03.
- [kairos-hermes2-tva] Google, Kairos Power, TVA collaborate to meet America's growing energy needs — Kairos Power
  https://www.kairospower.com/updates/google-kairos-power-tva-collaborate-to-meet-americas-growing-energy-needs
  Original source publication: 2025-08-18; desk review: 2026-11-03; accessed: 2026-11-03.
- [ornl-discovery-lux] ORNL, AMD and HPE to deliver DOE's newest AI supercomputers: Discovery and Lux — Oak Ridge National Laboratory
  https://www.ornl.gov/news/ornl-amd-and-hpe-deliver-does-newest-ai-supercomputers-discovery-and-lux/
  Original source publication: 2025-10-27; desk review: 2026-11-03; accessed: 2026-11-03.
- [doe-discovery-lux] Energy Department announces new public-private partnership model, two supercomputers — U.S. Department of Energy
  https://www.energy.gov/articles/energy-department-announces-new-public-private-partnership-model-two-supercomputers
  Original source publication: 2025-10-27; desk review: 2026-11-03; accessed: 2026-11-03.
- [tn-elvis-act] Gov. Lee signs ELVIS Act into law — Office of the Governor of Tennessee
  https://www.tn.gov/governor/news/2024/3/21/photos--gov--lee-signs-elvis-act-into-law.html
  Original source publication: 2024-03-21; desk review: 2026-11-03; accessed: 2026-11-03.
- [tn-ai-council] Artificial Intelligence Advisory Council — Tennessee Department of Finance & Administration
  https://www.tn.gov/finance/ai-council.html
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.
- [tn-ai-action-plan] Tennessee sets bold course for AI leadership — Tennessee Department of Finance & Administration
  https://www.tn.gov/finance/news/2025/11/24/tennessee-sets-bold-course-for-ai-leadership.html
  Original source publication: 2025-11-24; desk review: 2026-11-03; accessed: 2026-11-03.
- [vanderbilt-valiant] VALIANT — Vanderbilt Lab for Immersive AI Translation — Vanderbilt University
  https://www.vanderbilt.edu/valiant/
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.
- [vanderbilt-genai] Generative AI at Vanderbilt — Vanderbilt University
  https://www.vanderbilt.edu/generative-ai/
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.
- [utk-ai-tennessee] AI Tennessee — University of Tennessee, Knoxville
  https://research.utk.edu/aitn/
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.

## Tennessee research guides

### Tennessee AI companies: who is building AI infrastructure in the state
Canonical: https://tennessai.com/guides/tennessee-ai-companies
Desk review: 2026-11-03
Audience: Business readers, job seekers and researchers

A source-linked guide to technology operators with disclosed Tennessee data-center and AI infrastructure footprints, and how to verify each claim.

#### What this guide covers (includes desk analysis)

This guide lists companies only where an operator’s own page, a government record or a named publication ties them to a Tennessee location. It is not a ranking or a census of every AI firm in the state; it is the subset the desk can trace to evidence.

Our analysis: a company’s presence in Tennessee can mean an operating campus, a purchased site, a power contract or a research partnership. Each entry below names the kind of evidence that exists so those categories are not blurred.

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: 2026-11-03; accessed: 2026-11-03.

#### xAI in Memphis

The Greater Memphis Chamber announced on June 5, 2024 that xAI’s supercomputer would occupy a former manufacturing facility in Memphis, calling it the largest capital investment by a new-to-market company in the city’s history. [xai-memphis-chamber] The Commercial Appeal identifies the building as the former Electrolux plant at 3231 Paul R. Lowry Road. [xai-memphis-timeline]

In March 2025 the Chamber announced that xAI bought a one-million-square-foot property in Southwest Memphis. [xai-memphis-expansion] DatacenterDynamics reported the parcels sit off Tulane Road in Whitehaven. [xai-tulane-dcd] MLGW’s July 22, 2025 statement says it is not supplying power to Colossus 2 at that address. [mlgw-xai-statement]

Source trail:
- [xai-memphis-chamber] Velocity meets potency: xAI announces Memphis as new home — Greater Memphis Chamber
  https://memphischamber.com/blog/press-release/velocity-meets-potency-xai-announces-memphis-as-new-home/
  Original source publication: 2024-06-05; desk review: 2026-11-03; accessed: 2026-11-03.
- [xai-memphis-timeline] xAI in Memphis: How the project came together and where it stands — The Commercial Appeal
  https://www.commercialappeal.com/story/money/business/development/2025/06/05/elon-musk-xai-supercomputer-grok-memphis-tn/83599473007/
  Original source publication: 2025-06-05; desk review: 2026-11-03; accessed: 2026-11-03.
- [xai-memphis-expansion] xAI expands Memphis footprint with major property acquisition in Southwest Memphis — Greater Memphis Chamber
  https://memphischamber.com/blog/press-release/expansion-follows-december-announcement-of-supercomputer-growth-and-tech-partnership-ecosystem/
  Original source publication: 2025-03-07; desk review: 2026-11-03; accessed: 2026-11-03.
- [xai-tulane-dcd] Elon Musk's xAI buys 1 million sq ft site for second Memphis data center — DatacenterDynamics
  https://www.datacenterdynamics.com/en/news/elon-musks-xai-buys-one-million-sq-ft-site-for-second-memphis-data-center/
  Original source publication: 2025-03-10; desk review: 2026-11-03; accessed: 2026-11-03.
- [mlgw-xai-statement] MLGW statement on xAI's 5420 Tulane Road location — Memphis Light, Gas and Water
  https://www.mlgw.com/images/content/files/pdf/XAIJuly2025Statement.pdf
  Original source publication: 2025-07-22; desk review: 2026-11-03; accessed: 2026-11-03.

#### Meta in Gallatin

Meta broke ground on its Gallatin Data Center in Sumner County in August 2020, describing a 982,000-square-foot campus and an investment of more than $800 million. [meta-gallatin] The Tennessee Department of Economic and Community Development announced the project the same day. [tnecd-meta-gallatin]

On November 14, 2024 Meta announced that Gallatin was serving traffic, that it supports over 100 operational jobs, and that the fully built facility will represent more than $1.5 billion in Tennessee. [meta-gallatin-online]

Source trail:
- [meta-gallatin] Hello, Gallatin! — Meta
  https://datacenters.atmeta.com/2020/08/hello-gallatin/
  Original source publication: 2020-08-12; desk review: 2026-11-03; accessed: 2026-11-03.
- [tnecd-meta-gallatin] Governor Lee, Commissioner Rolfe announce Facebook to build $800 million data center in Gallatin — Tennessee Department of Economic and Community Development
  https://www.tn.gov/ecd/news/2020/8/12/governor-lee--commissioner-rolfe-announce-facebook-to-build--800-million-data-center-in-gallatin.html
  Original source publication: 2020-08-12; desk review: 2026-11-03; accessed: 2026-11-03.
- [meta-gallatin-online] Gallatin, we are online! — Meta
  https://datacenters.atmeta.com/2024/11/gallatin-we-are-online/
  Original source publication: 2024-11-14; desk review: 2026-11-03; accessed: 2026-11-03.

#### Google in Montgomery County

Google lists Montgomery County, Tennessee among its data center locations. [google-montgomery] Its August 2025 post on the Kairos Power agreement says the TVA grid powers its data centers in Montgomery County. [google-kairos-tva]

Our analysis: Google’s own pages are the primary record for this campus. The desk does not infer power or headcount figures Google has not published.

Source trail:
- [google-montgomery] Montgomery County, Tennessee data center location — Google
  https://datacenters.google/locations/tennessee/
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.
- [google-kairos-tva] Our first advanced nuclear reactor project with Kairos Power and Tennessee Valley Authority — Google
  https://blog.google/company-news/outreach-and-initiatives/sustainability/google-first-advanced-nuclear-reactor-project-with-kairos-power-and-tennessee-valley-authority/
  Original source publication: 2025-08-18; desk review: 2026-11-03; accessed: 2026-11-03.

#### Energy and computing partners

Kairos Power, Google and TVA announced on August 18, 2025 that Kairos’s Hermes 2 plant in Oak Ridge would deliver up to 50 MW to TVA’s grid, with operations scheduled for 2030. [kairos-hermes2-tva] DOE announced on October 27, 2025 that AMD and HPE would deliver the Lux and Discovery systems at Oak Ridge National Laboratory. [doe-discovery-lux]

Source trail:
- [kairos-hermes2-tva] Google, Kairos Power, TVA collaborate to meet America's growing energy needs — Kairos Power
  https://www.kairospower.com/updates/google-kairos-power-tva-collaborate-to-meet-americas-growing-energy-needs
  Original source publication: 2025-08-18; desk review: 2026-11-03; accessed: 2026-11-03.
- [doe-discovery-lux] Energy Department announces new public-private partnership model, two supercomputers — U.S. Department of Energy
  https://www.energy.gov/articles/energy-department-announces-new-public-private-partnership-model-two-supercomputers
  Original source publication: 2025-10-27; desk review: 2026-11-03; accessed: 2026-11-03.

#### How to read these records (includes desk analysis)

Our analysis: keep four dates apart for every record: the date a source was published, the date the desk reviewed it, the date a decision or approval took effect, and the date anything actually started operating. A review date on this site never turns an older announcement into new news, and a planned figure is never presented as a delivered one.

Our analysis: when a field such as investment, power or employment is not disclosed in a cited record, the desk leaves it blank rather than estimating it. A blank is unknown, not zero, and readers should ask the controlling party for the actual document before relying on any number. County boundaries come from the Census Gazetteer so that every record can be tied to one of Tennessee’s 95 counties. [census-counties]

Our analysis: corrections are welcome. If a cited page changes, moves or is superseded by a newer agency decision, the desk updates the record with the new source and its own date rather than silently rewriting the old claim. Readers making a consequential decision should consult the controlling agency record and qualified professionals.

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: 2026-11-03; accessed: 2026-11-03.

### Tennessee AI research: Oak Ridge, Vanderbilt and UT Knoxville
Canonical: https://tennessai.com/guides/tennessee-ai-research
Desk review: 2026-11-03
Audience: Students, researchers and partners

How Oak Ridge National Laboratory, Vanderbilt University and the University of Tennessee describe their own AI work, with links to each primary page.

#### Why research institutions matter (includes desk analysis)

Our analysis: Tennessee’s AI research capacity is concentrated in a national laboratory and two research universities. Each publishes its own description of programs, and those pages are the authority for what each institution offers. The desk does not rank institutions or infer funding totals they have not published.

Our analysis: a research program is different from an industrial project. A lab announcement, a university initiative and a company campus each answer different questions about talent, computing and partnerships.

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: 2026-11-03; accessed: 2026-11-03.

#### Oak Ridge National Laboratory

DOE announced on October 27, 2025 two new AI supercomputers at ORNL: the Lux AI cluster, to be deployed in early 2026, and Discovery, to be delivered in 2028 as the successor to Frontier. [ornl-discovery-lux, doe-discovery-lux]

ORNL says Lux will use AMD Instinct MI355X GPUs and leverage Oracle Cloud Infrastructure, and that Discovery will be based on the HPE Cray Supercomputing GX5000. [ornl-discovery-lux] Delivery dates are announced schedules, not confirmed installations.

Source trail:
- [ornl-discovery-lux] ORNL, AMD and HPE to deliver DOE's newest AI supercomputers: Discovery and Lux — Oak Ridge National Laboratory
  https://www.ornl.gov/news/ornl-amd-and-hpe-deliver-does-newest-ai-supercomputers-discovery-and-lux/
  Original source publication: 2025-10-27; desk review: 2026-11-03; accessed: 2026-11-03.
- [doe-discovery-lux] Energy Department announces new public-private partnership model, two supercomputers — U.S. Department of Energy
  https://www.energy.gov/articles/energy-department-announces-new-public-private-partnership-model-two-supercomputers
  Original source publication: 2025-10-27; desk review: 2026-11-03; accessed: 2026-11-03.

#### Vanderbilt University

Vanderbilt’s VALIANT lab presents itself as a hub for multidisciplinary AI research translation and collaboration. [vanderbilt-valiant] The university also maintains a generative AI resource hub for its campus community. [vanderbilt-genai]

Source trail:
- [vanderbilt-valiant] VALIANT — Vanderbilt Lab for Immersive AI Translation — Vanderbilt University
  https://www.vanderbilt.edu/valiant/
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.
- [vanderbilt-genai] Generative AI at Vanderbilt — Vanderbilt University
  https://www.vanderbilt.edu/generative-ai/
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.

#### University of Tennessee, Knoxville

AI Tennessee is UT Knoxville’s initiative coordinating AI research, education and workforce development. [utk-ai-tennessee] Google’s August 2025 post says Kairos Power’s Oak Ridge work includes new programs developed with the University of Tennessee to grow local workforce talent. [google-kairos-tva]

Source trail:
- [utk-ai-tennessee] AI Tennessee — University of Tennessee, Knoxville
  https://research.utk.edu/aitn/
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.
- [google-kairos-tva] Our first advanced nuclear reactor project with Kairos Power and Tennessee Valley Authority — Google
  https://blog.google/company-news/outreach-and-initiatives/sustainability/google-first-advanced-nuclear-reactor-project-with-kairos-power-and-tennessee-valley-authority/
  Original source publication: 2025-08-18; desk review: 2026-11-03; accessed: 2026-11-03.

#### How to read these records (includes desk analysis)

Our analysis: keep four dates apart for every record: the date a source was published, the date the desk reviewed it, the date a decision or approval took effect, and the date anything actually started operating. A review date on this site never turns an older announcement into new news, and a planned figure is never presented as a delivered one.

Our analysis: when a field such as investment, power or employment is not disclosed in a cited record, the desk leaves it blank rather than estimating it. A blank is unknown, not zero, and readers should ask the controlling party for the actual document before relying on any number. County boundaries come from the Census Gazetteer so that every record can be tied to one of Tennessee’s 95 counties. [census-counties]

Our analysis: corrections are welcome. If a cited page changes, moves or is superseded by a newer agency decision, the desk updates the record with the new source and its own date rather than silently rewriting the old claim. Readers making a consequential decision should consult the controlling agency record and qualified professionals.

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: 2026-11-03; accessed: 2026-11-03.

### TVA and Tennessee data-center power demand
Canonical: https://tennessai.com/guides/tva-data-center-power-demand
Desk review: 2026-11-03
Audience: Utility watchers, developers and local officials

What TVA agreements, local power companies and operator disclosures say about powering Tennessee AI infrastructure — and what they leave open.

#### Who serves the load (includes desk analysis)

Our analysis: Tennessee electricity is generated and transmitted largely by the Tennessee Valley Authority and distributed by local power companies such as MLGW in Memphis. A campus’s actual service depends on the specific distributor, contract and grid work, so a regional announcement does not establish delivered service for a particular site.

The desk ties each power claim to the record that makes it. Where a record is silent, the field stays undisclosed.

Source trail:
- [mlgw-xai-statement] MLGW statement on xAI's 5420 Tulane Road location — Memphis Light, Gas and Water
  https://www.mlgw.com/images/content/files/pdf/XAIJuly2025Statement.pdf
  Original source publication: 2025-07-22; desk review: 2026-11-03; accessed: 2026-11-03.

#### The Hermes 2 power purchase agreement

On August 18, 2025 Google, Kairos Power and TVA announced that Hermes 2 in Oak Ridge would deliver up to 50 MW to TVA’s grid, with operations scheduled for 2030. Kairos says TVA is the first U.S. utility to sign a PPA for electricity from a Gen IV reactor. [kairos-hermes2-tva]

Google says it will procure the plant’s clean-energy attributes through TVA to help power its data centers in Montgomery County, Tennessee and Jackson County, Alabama. [google-kairos-tva] A signed PPA is not operating generation.

Source trail:
- [kairos-hermes2-tva] Google, Kairos Power, TVA collaborate to meet America's growing energy needs — Kairos Power
  https://www.kairospower.com/updates/google-kairos-power-tva-collaborate-to-meet-americas-growing-energy-needs
  Original source publication: 2025-08-18; desk review: 2026-11-03; accessed: 2026-11-03.
- [google-kairos-tva] Our first advanced nuclear reactor project with Kairos Power and Tennessee Valley Authority — Google
  https://blog.google/company-news/outreach-and-initiatives/sustainability/google-first-advanced-nuclear-reactor-project-with-kairos-power-and-tennessee-valley-authority/
  Original source publication: 2025-08-18; desk review: 2026-11-03; accessed: 2026-11-03.

#### Memphis: MLGW and xAI

MLGW’s July 22, 2025 statement says it has a general services agreement supplying around 0.5 MW at 5420 Tulane Road and is not supplying power to Colossus 2. [mlgw-xai-statement] The Commercial Appeal reported that the Shelby County Health Department granted an air permit for 15 natural-gas turbines at the Paul R. Lowry Road site. [xai-turbine-permit]

Source trail:
- [mlgw-xai-statement] MLGW statement on xAI's 5420 Tulane Road location — Memphis Light, Gas and Water
  https://www.mlgw.com/images/content/files/pdf/XAIJuly2025Statement.pdf
  Original source publication: 2025-07-22; desk review: 2026-11-03; accessed: 2026-11-03.
- [xai-turbine-permit] xAI granted permit for turbines at Memphis site — The Commercial Appeal
  https://www.commercialappeal.com/story/money/business/development/2025/07/02/elon-musk-xai-turbines-in-memphis-permit/84451755007/
  Original source publication: 2025-07-02; desk review: 2026-11-03; accessed: 2026-11-03.

#### Renewable procurement is not campus load (includes desk analysis)

Meta says eight Meta-supported projects with TVA add 530 MW of new renewable energy in Tennessee. [meta-gallatin-online]

Our analysis: renewable procurement describes contracted supply, not how much electricity a single campus draws. Do not substitute one figure for the other.

Source trail:
- [meta-gallatin-online] Gallatin, we are online! — Meta
  https://datacenters.atmeta.com/2024/11/gallatin-we-are-online/
  Original source publication: 2024-11-14; desk review: 2026-11-03; accessed: 2026-11-03.

#### How to read these records (includes desk analysis)

Our analysis: keep four dates apart for every record: the date a source was published, the date the desk reviewed it, the date a decision or approval took effect, and the date anything actually started operating. A review date on this site never turns an older announcement into new news, and a planned figure is never presented as a delivered one.

Our analysis: when a field such as investment, power or employment is not disclosed in a cited record, the desk leaves it blank rather than estimating it. A blank is unknown, not zero, and readers should ask the controlling party for the actual document before relying on any number. County boundaries come from the Census Gazetteer so that every record can be tied to one of Tennessee’s 95 counties. [census-counties]

Our analysis: corrections are welcome. If a cited page changes, moves or is superseded by a newer agency decision, the desk updates the record with the new source and its own date rather than silently rewriting the old claim. Readers making a consequential decision should consult the controlling agency record and qualified professionals.

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: 2026-11-03; accessed: 2026-11-03.

### Tennessee AI law and policy in 2026: the ELVIS Act and the AI Advisory Council
Canonical: https://tennessai.com/guides/tennessee-ai-legislation-2026
Desk review: 2026-11-03
Audience: Creators, businesses and policy readers

A source-linked orientation to Tennessee’s enacted AI likeness law and the state’s AI governance work, keeping enacted law separate from recommendations.

#### Enacted law versus recommendations (includes desk analysis)

Our analysis: separate statutes the legislature passed and the governor signed from council recommendations, agency guidance and proposals. Only the first creates binding obligations, and even then the statute’s text and any court interpretation control. This guide is not legal advice.

Source trail:
- [tn-elvis-act] Gov. Lee signs ELVIS Act into law — Office of the Governor of Tennessee
  https://www.tn.gov/governor/news/2024/3/21/photos--gov--lee-signs-elvis-act-into-law.html
  Original source publication: 2024-03-21; desk review: 2026-11-03; accessed: 2026-11-03.

#### The ELVIS Act

Gov. Bill Lee signed the Ensuring Likeness Voice and Image Security (ELVIS) Act on March 21, 2024. The governor’s office describes it as updating Tennessee’s Protection of Personal Rights law to protect songwriters’, performers’ and music professionals’ voices from AI misuse. [tn-elvis-act]

The governor’s office says Tennessee was the first state to address the impact of AI on the music industry this way. Read the enacted text for scope, exceptions and remedies. [tn-elvis-act]

Source trail:
- [tn-elvis-act] Gov. Lee signs ELVIS Act into law — Office of the Governor of Tennessee
  https://www.tn.gov/governor/news/2024/3/21/photos--gov--lee-signs-elvis-act-into-law.html
  Original source publication: 2024-03-21; desk review: 2026-11-03; accessed: 2026-11-03.

#### The AI Advisory Council (includes desk analysis)

The Tennessee Department of Finance & Administration hosts the state’s Artificial Intelligence Advisory Council. [tn-ai-council] In November 2025 the state announced the council’s action plan for AI in Tennessee. [tn-ai-action-plan]

Our analysis: an action plan sets direction; agency adoption and any legislation need their own records.

Source trail:
- [tn-ai-council] Artificial Intelligence Advisory Council — Tennessee Department of Finance & Administration
  https://www.tn.gov/finance/ai-council.html
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.
- [tn-ai-action-plan] Tennessee sets bold course for AI leadership — Tennessee Department of Finance & Administration
  https://www.tn.gov/finance/news/2025/11/24/tennessee-sets-bold-course-for-ai-leadership.html
  Original source publication: 2025-11-24; desk review: 2026-11-03; accessed: 2026-11-03.

#### Policy questions raised by projects (includes desk analysis)

Air permitting for xAI’s Memphis turbines, reported by The Commercial Appeal, is an example of a project-level regulatory decision that sits outside AI-specific law. [xai-turbine-permit]

Our analysis: follow the agency and docket that actually governs a project rather than assuming a statewide AI rule applies.

Source trail:
- [xai-turbine-permit] xAI granted permit for turbines at Memphis site — The Commercial Appeal
  https://www.commercialappeal.com/story/money/business/development/2025/07/02/elon-musk-xai-turbines-in-memphis-permit/84451755007/
  Original source publication: 2025-07-02; desk review: 2026-11-03; accessed: 2026-11-03.

#### How to read these records (includes desk analysis)

Our analysis: keep four dates apart for every record: the date a source was published, the date the desk reviewed it, the date a decision or approval took effect, and the date anything actually started operating. A review date on this site never turns an older announcement into new news, and a planned figure is never presented as a delivered one.

Our analysis: when a field such as investment, power or employment is not disclosed in a cited record, the desk leaves it blank rather than estimating it. A blank is unknown, not zero, and readers should ask the controlling party for the actual document before relying on any number. County boundaries come from the Census Gazetteer so that every record can be tied to one of Tennessee’s 95 counties. [census-counties]

Our analysis: corrections are welcome. If a cited page changes, moves or is superseded by a newer agency decision, the desk updates the record with the new source and its own date rather than silently rewriting the old claim. Readers making a consequential decision should consult the controlling agency record and qualified professionals.

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: 2026-11-03; accessed: 2026-11-03.

### How to track Tennessee data centers
Canonical: https://tennessai.com/guides/track-tennessee-data-centers
Desk review: 2026-11-03
Audience: Researchers, reporters and local officials

A method for following Tennessee data-center records from announcement to operation, using operator, utility and permit evidence.

#### Stages of a project (includes desk analysis)

Our analysis: treat a site purchase, an announcement, a permit, a power agreement and operation as separate milestones. xAI’s Tulane Road purchase, MLGW’s service statement and the Paul R. Lowry Road air permit are three different kinds of record. [xai-tulane-dcd, mlgw-xai-statement, xai-turbine-permit]

Source trail:
- [xai-tulane-dcd] Elon Musk's xAI buys 1 million sq ft site for second Memphis data center — DatacenterDynamics
  https://www.datacenterdynamics.com/en/news/elon-musks-xai-buys-one-million-sq-ft-site-for-second-memphis-data-center/
  Original source publication: 2025-03-10; desk review: 2026-11-03; accessed: 2026-11-03.
- [mlgw-xai-statement] MLGW statement on xAI's 5420 Tulane Road location — Memphis Light, Gas and Water
  https://www.mlgw.com/images/content/files/pdf/XAIJuly2025Statement.pdf
  Original source publication: 2025-07-22; desk review: 2026-11-03; accessed: 2026-11-03.
- [xai-turbine-permit] xAI granted permit for turbines at Memphis site — The Commercial Appeal
  https://www.commercialappeal.com/story/money/business/development/2025/07/02/elon-musk-xai-turbines-in-memphis-permit/84451755007/
  Original source publication: 2025-07-02; desk review: 2026-11-03; accessed: 2026-11-03.

#### Confirming operation (includes desk analysis)

Meta’s November 2024 post is an operator confirmation that Gallatin serves traffic. [meta-gallatin-online] Google’s location page lists Montgomery County. [google-montgomery]

Our analysis: prefer the operator’s own page for operating status, and keep an announcement date distinct from an operating date.

Source trail:
- [meta-gallatin-online] Gallatin, we are online! — Meta
  https://datacenters.atmeta.com/2024/11/gallatin-we-are-online/
  Original source publication: 2024-11-14; desk review: 2026-11-03; accessed: 2026-11-03.
- [google-montgomery] Montgomery County, Tennessee data center location — Google
  https://datacenters.google/locations/tennessee/
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.

#### Reading numbers carefully (includes desk analysis)

Meta’s 2020 post described more than $800 million; its 2024 post says the full build-out will exceed $1.5 billion. [meta-gallatin, meta-gallatin-online]

Our analysis: record which figure applies to which scope and date. GPU targets such as the Chamber’s one-million-GPU expansion are plans, not counts. [xai-memphis-expansion]

Source trail:
- [meta-gallatin] Hello, Gallatin! — Meta
  https://datacenters.atmeta.com/2020/08/hello-gallatin/
  Original source publication: 2020-08-12; desk review: 2026-11-03; accessed: 2026-11-03.
- [meta-gallatin-online] Gallatin, we are online! — Meta
  https://datacenters.atmeta.com/2024/11/gallatin-we-are-online/
  Original source publication: 2024-11-14; desk review: 2026-11-03; accessed: 2026-11-03.
- [xai-memphis-expansion] xAI expands Memphis footprint with major property acquisition in Southwest Memphis — Greater Memphis Chamber
  https://memphischamber.com/blog/press-release/expansion-follows-december-announcement-of-supercomputer-growth-and-tech-partnership-ecosystem/
  Original source publication: 2025-03-07; desk review: 2026-11-03; accessed: 2026-11-03.

#### Where public records live (includes desk analysis)

Our analysis: for Memphis projects, start with MLGW statements and Shelby County Health Department air-permit records; for state economic-development announcements, start with the Department of Economic and Community Development. [mlgw-xai-statement, tnecd-meta-gallatin]

Source trail:
- [mlgw-xai-statement] MLGW statement on xAI's 5420 Tulane Road location — Memphis Light, Gas and Water
  https://www.mlgw.com/images/content/files/pdf/XAIJuly2025Statement.pdf
  Original source publication: 2025-07-22; desk review: 2026-11-03; accessed: 2026-11-03.
- [tnecd-meta-gallatin] Governor Lee, Commissioner Rolfe announce Facebook to build $800 million data center in Gallatin — Tennessee Department of Economic and Community Development
  https://www.tn.gov/ecd/news/2020/8/12/governor-lee--commissioner-rolfe-announce-facebook-to-build--800-million-data-center-in-gallatin.html
  Original source publication: 2020-08-12; desk review: 2026-11-03; accessed: 2026-11-03.

#### How to read these records (includes desk analysis)

Our analysis: keep four dates apart for every record: the date a source was published, the date the desk reviewed it, the date a decision or approval took effect, and the date anything actually started operating. A review date on this site never turns an older announcement into new news, and a planned figure is never presented as a delivered one.

Our analysis: when a field such as investment, power or employment is not disclosed in a cited record, the desk leaves it blank rather than estimating it. A blank is unknown, not zero, and readers should ask the controlling party for the actual document before relying on any number. County boundaries come from the Census Gazetteer so that every record can be tied to one of Tennessee’s 95 counties. [census-counties]

Our analysis: corrections are welcome. If a cited page changes, moves or is superseded by a newer agency decision, the desk updates the record with the new source and its own date rather than silently rewriting the old claim. Readers making a consequential decision should consult the controlling agency record and qualified professionals.

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: 2026-11-03; accessed: 2026-11-03.

### AI for small business in Tennessee: a practical starting framework
Canonical: https://tennessai.com/guides/ai-for-small-business-tennessee
Desk review: 2026-11-03
Audience: Small-business owners and managers

A bounded, source-aware way for Tennessee small businesses to frame an AI pilot, with links to university and state resources.

#### Start with one bounded task (includes desk analysis)

Our analysis: choose a single repetitive task with reviewable inputs and outputs — drafting replies, summarizing documents, organizing records. Define what a good result looks like before testing a tool, and keep a person responsible for checking outputs.

Our analysis: confirm current availability, pricing and data terms directly with any provider; this guide does not endorse a vendor.

Source trail:
- [utk-ai-tennessee] AI Tennessee — University of Tennessee, Knoxville
  https://research.utk.edu/aitn/
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.

#### Respect likeness and voice rights (includes desk analysis)

Tennessee’s ELVIS Act protects individuals’ voice and likeness against unauthorized AI use. [tn-elvis-act]

Our analysis: do not generate marketing that imitates a real person’s voice or image without written permission, and get legal advice for edge cases.

Source trail:
- [tn-elvis-act] Gov. Lee signs ELVIS Act into law — Office of the Governor of Tennessee
  https://www.tn.gov/governor/news/2024/3/21/photos--gov--lee-signs-elvis-act-into-law.html
  Original source publication: 2024-03-21; desk review: 2026-11-03; accessed: 2026-11-03.

#### Learning resources (includes desk analysis)

UT Knoxville’s AI Tennessee initiative describes AI education and workforce work. [utk-ai-tennessee] Vanderbilt publishes a generative AI resource hub. [vanderbilt-genai]

Our analysis: university resources are a starting point; check program availability with the provider.

Source trail:
- [utk-ai-tennessee] AI Tennessee — University of Tennessee, Knoxville
  https://research.utk.edu/aitn/
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.
- [vanderbilt-genai] Generative AI at Vanderbilt — Vanderbilt University
  https://www.vanderbilt.edu/generative-ai/
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.

#### State direction (includes desk analysis)

The state’s AI Advisory Council publishes resources and its 2025 action plan. [tn-ai-council, tn-ai-action-plan]

Our analysis: state-government guidance is written for agencies; it is not a small-business service offer.

Source trail:
- [tn-ai-council] Artificial Intelligence Advisory Council — Tennessee Department of Finance & Administration
  https://www.tn.gov/finance/ai-council.html
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.
- [tn-ai-action-plan] Tennessee sets bold course for AI leadership — Tennessee Department of Finance & Administration
  https://www.tn.gov/finance/news/2025/11/24/tennessee-sets-bold-course-for-ai-leadership.html
  Original source publication: 2025-11-24; desk review: 2026-11-03; accessed: 2026-11-03.

#### How to read these records (includes desk analysis)

Our analysis: keep four dates apart for every record: the date a source was published, the date the desk reviewed it, the date a decision or approval took effect, and the date anything actually started operating. A review date on this site never turns an older announcement into new news, and a planned figure is never presented as a delivered one.

Our analysis: when a field such as investment, power or employment is not disclosed in a cited record, the desk leaves it blank rather than estimating it. A blank is unknown, not zero, and readers should ask the controlling party for the actual document before relying on any number. County boundaries come from the Census Gazetteer so that every record can be tied to one of Tennessee’s 95 counties. [census-counties]

Our analysis: corrections are welcome. If a cited page changes, moves or is superseded by a newer agency decision, the desk updates the record with the new source and its own date rather than silently rewriting the old claim. Readers making a consequential decision should consult the controlling agency record and qualified professionals.

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: 2026-11-03; accessed: 2026-11-03.

### Tennessee data-center water and capacity: what is and isn’t disclosed
Canonical: https://tennessai.com/guides/tennessee-data-center-water-and-capacity
Desk review: 2026-11-03
Audience: Residents, officials and analysts

How to read water, power and computing-capacity claims for Tennessee data centers without confusing plans with delivered capacity.

#### Capacity claims (includes desk analysis)

The Hermes 2 agreement covers up to 50 MW scheduled for 2030; it is planned, not delivered or energized capacity. [kairos-hermes2-tva] MLGW says it supplies about 0.5 MW at 5420 Tulane Road and is not supplying Colossus 2. [mlgw-xai-statement]

Our analysis: a GPU count, a utility request and an energized connection are different quantities.

Source trail:
- [kairos-hermes2-tva] Google, Kairos Power, TVA collaborate to meet America's growing energy needs — Kairos Power
  https://www.kairospower.com/updates/google-kairos-power-tva-collaborate-to-meet-americas-growing-energy-needs
  Original source publication: 2025-08-18; desk review: 2026-11-03; accessed: 2026-11-03.
- [mlgw-xai-statement] MLGW statement on xAI's 5420 Tulane Road location — Memphis Light, Gas and Water
  https://www.mlgw.com/images/content/files/pdf/XAIJuly2025Statement.pdf
  Original source publication: 2025-07-22; desk review: 2026-11-03; accessed: 2026-11-03.

#### Water claims (includes desk analysis)

Meta says its Gallatin campus is designed to use 80% less water than the average data center. [meta-gallatin]

Our analysis: a design comparison is not a measured withdrawal figure. Where a campus has not disclosed water use, that value is unknown, not zero.

Source trail:
- [meta-gallatin] Hello, Gallatin! — Meta
  https://datacenters.atmeta.com/2020/08/hello-gallatin/
  Original source publication: 2020-08-12; desk review: 2026-11-03; accessed: 2026-11-03.

#### Air permits (includes desk analysis)

The Commercial Appeal reported the Shelby County Health Department granted xAI an air permit for 15 natural-gas turbines on July 2, 2025. [xai-turbine-permit]

Our analysis: read the permit itself for limits and duration.

Source trail:
- [xai-turbine-permit] xAI granted permit for turbines at Memphis site — The Commercial Appeal
  https://www.commercialappeal.com/story/money/business/development/2025/07/02/elon-musk-xai-turbines-in-memphis-permit/84451755007/
  Original source publication: 2025-07-02; desk review: 2026-11-03; accessed: 2026-11-03.

#### Renewable supply (includes desk analysis)

Meta reports 530 MW of new renewable energy from eight Meta-supported projects with TVA in Tennessee. [meta-gallatin-online]

Our analysis: procured renewable capacity is not the same as a campus’s load.

Source trail:
- [meta-gallatin-online] Gallatin, we are online! — Meta
  https://datacenters.atmeta.com/2024/11/gallatin-we-are-online/
  Original source publication: 2024-11-14; desk review: 2026-11-03; accessed: 2026-11-03.

#### How to read these records (includes desk analysis)

Our analysis: keep four dates apart for every record: the date a source was published, the date the desk reviewed it, the date a decision or approval took effect, and the date anything actually started operating. A review date on this site never turns an older announcement into new news, and a planned figure is never presented as a delivered one.

Our analysis: when a field such as investment, power or employment is not disclosed in a cited record, the desk leaves it blank rather than estimating it. A blank is unknown, not zero, and readers should ask the controlling party for the actual document before relying on any number. County boundaries come from the Census Gazetteer so that every record can be tied to one of Tennessee’s 95 counties. [census-counties]

Our analysis: corrections are welcome. If a cited page changes, moves or is superseded by a newer agency decision, the desk updates the record with the new source and its own date rather than silently rewriting the old claim. Readers making a consequential decision should consult the controlling agency record and qualified professionals.

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: 2026-11-03; accessed: 2026-11-03.

## Tennessee AI and real-estate research framework
Canonical: https://tennessai.com/real-estate-impact

### Separate a regional signal from property demand

Our analysis: an operator announcement can identify a research lead. It does not establish demand for a particular parcel, office, warehouse or housing project.

xAI’s Memphis expansion and Meta’s Gallatin build-out illustrate why scope matters: a campus investment should not be assigned as value to every nearby property. [xai-memphis-expansion, meta-gallatin-online]

Source trail:
- [xai-memphis-expansion] xAI expands Memphis footprint with major property acquisition in Southwest Memphis — Greater Memphis Chamber
  https://memphischamber.com/blog/press-release/expansion-follows-december-announcement-of-supercomputer-growth-and-tech-partnership-ecosystem/
  Original source publication: 2025-03-07; desk review: 2026-11-03; accessed: 2026-11-03.
- [meta-gallatin-online] Gallatin, we are online! — Meta
  https://datacenters.atmeta.com/2024/11/gallatin-we-are-online/
  Original source publication: 2024-11-14; desk review: 2026-11-03; accessed: 2026-11-03.

### Underwrite the site’s own constraints

Our analysis: organize the file around title and site control, the governing jurisdiction, approvals, access, utilities, environmental conditions and the intended use.

MLGW’s service statement and the Shelby County air permit show that utility and environmental questions are site-specific. [mlgw-xai-statement, xai-turbine-permit]

Source trail:
- [mlgw-xai-statement] MLGW statement on xAI's 5420 Tulane Road location — Memphis Light, Gas and Water
  https://www.mlgw.com/images/content/files/pdf/XAIJuly2025Statement.pdf
  Original source publication: 2025-07-22; desk review: 2026-11-03; accessed: 2026-11-03.
- [xai-turbine-permit] xAI granted permit for turbines at Memphis site — The Commercial Appeal
  https://www.commercialappeal.com/story/money/business/development/2025/07/02/elon-musk-xai-turbines-in-memphis-permit/84451755007/
  Original source publication: 2025-07-02; desk review: 2026-11-03; accessed: 2026-11-03.

### Keep delivery dependencies visible

Our analysis: maintain separate dates for announcement, approval, construction, service milestones and operation.

Hermes 2’s 2030 schedule and ORNL’s 2026 and 2028 system dates are announced schedules, not delivered milestones. [kairos-hermes2-tva, ornl-discovery-lux]

Source trail:
- [kairos-hermes2-tva] Google, Kairos Power, TVA collaborate to meet America's growing energy needs — Kairos Power
  https://www.kairospower.com/updates/google-kairos-power-tva-collaborate-to-meet-americas-growing-energy-needs
  Original source publication: 2025-08-18; desk review: 2026-11-03; accessed: 2026-11-03.
- [ornl-discovery-lux] ORNL, AMD and HPE to deliver DOE's newest AI supercomputers: Discovery and Lux — Oak Ridge National Laboratory
  https://www.ornl.gov/news/ornl-amd-and-hpe-deliver-does-newest-ai-supercomputers-discovery-and-lux/
  Original source publication: 2025-10-27; desk review: 2026-11-03; accessed: 2026-11-03.

### Model benefits only within their documented scope

Our analysis: tie an incentive, utility obligation or employment benefit to the actual record. Meta reports over 100 operational jobs at Gallatin; that figure belongs to that campus. [meta-gallatin-online]

Source trail:
- [meta-gallatin-online] Gallatin, we are online! — Meta
  https://datacenters.atmeta.com/2024/11/gallatin-we-are-online/
  Original source publication: 2024-11-14; desk review: 2026-11-03; accessed: 2026-11-03.

### Test adjacent opportunities against local evidence

Our analysis: investigate supplier, training and research relationships without assuming an impact multiplier. University initiatives such as AI Tennessee describe workforce programs, not guaranteed placements. [utk-ai-tennessee]

Source trail:
- [utk-ai-tennessee] AI Tennessee — University of Tennessee, Knoxville
  https://research.utk.edu/aitn/
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.

## Tennessee AI resource center
Canonical: https://tennessai.com/tennessee-ai-resource-center

### Understand Tennessee’s AI economy
https://tennessai.com/state-of-tennessee-ai

Start with the statewide orientation, company activity and institutional research. Preserve the distinction between capability and measured outcomes.

Source trail:
- [meta-gallatin-online] Gallatin, we are online! — Meta
  https://datacenters.atmeta.com/2024/11/gallatin-we-are-online/
  Original source publication: 2024-11-14; desk review: 2026-11-03; accessed: 2026-11-03.
- [ornl-discovery-lux] ORNL, AMD and HPE to deliver DOE's newest AI supercomputers: Discovery and Lux — Oak Ridge National Laboratory
  https://www.ornl.gov/news/ornl-amd-and-hpe-deliver-does-newest-ai-supercomputers-discovery-and-lux/
  Original source publication: 2025-10-27; desk review: 2026-11-03; accessed: 2026-11-03.

### Track infrastructure and evidence
https://tennessai.com/guides/track-tennessee-data-centers

Follow campus and program records, then inspect the source, scope, development stage and unresolved fields behind each entry.

Source trail:
- [xai-memphis-chamber] Velocity meets potency: xAI announces Memphis as new home — Greater Memphis Chamber
  https://memphischamber.com/blog/press-release/velocity-meets-potency-xai-announces-memphis-as-new-home/
  Original source publication: 2024-06-05; desk review: 2026-11-03; accessed: 2026-11-03.
- [mlgw-xai-statement] MLGW statement on xAI's 5420 Tulane Road location — Memphis Light, Gas and Water
  https://www.mlgw.com/images/content/files/pdf/XAIJuly2025Statement.pdf
  Original source publication: 2025-07-22; desk review: 2026-11-03; accessed: 2026-11-03.
- [google-montgomery] Montgomery County, Tennessee data center location — Google
  https://datacenters.google/locations/tennessee/
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.

### Evaluate a property question
https://tennessai.com/real-estate-impact

Use a source-aware real-estate diligence framework for site constraints, delivery dependencies, economic assumptions and local opportunities.

Source trail:
- [xai-turbine-permit] xAI granted permit for turbines at Memphis site — The Commercial Appeal
  https://www.commercialappeal.com/story/money/business/development/2025/07/02/elon-musk-xai-turbines-in-memphis-permit/84451755007/
  Original source publication: 2025-07-02; desk review: 2026-11-03; accessed: 2026-11-03.
- [mlgw-xai-statement] MLGW statement on xAI's 5420 Tulane Road location — Memphis Light, Gas and Water
  https://www.mlgw.com/images/content/files/pdf/XAIJuly2025Statement.pdf
  Original source publication: 2025-07-22; desk review: 2026-11-03; accessed: 2026-11-03.

### Put practical AI to work
https://tennessai.com/guides/ai-for-small-business-tennessee

Frame a bounded business pilot using responsible-use questions and reviewable inputs; state-government references are not a small-business service offer.

Source trail:
- [tn-ai-council] Artificial Intelligence Advisory Council — Tennessee Department of Finance & Administration
  https://www.tn.gov/finance/ai-council.html
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.
- [utk-ai-tennessee] AI Tennessee — University of Tennessee, Knoxville
  https://research.utk.edu/aitn/
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.

### Explore learning and workforce pathways
https://tennessai.com/jobs

Separate announced employment from current openings. Check skills, program availability and requirements with the actual employer or provider.

Source trail:
- [utk-ai-tennessee] AI Tennessee — University of Tennessee, Knoxville
  https://research.utk.edu/aitn/
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.
- [vanderbilt-genai] Generative AI at Vanderbilt — Vanderbilt University
  https://www.vanderbilt.edu/generative-ai/
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.

### Read public policy and resource boundaries
https://tennessai.com/policy

Consult Tennessee agency resources, keeping recommendations, enacted law and project-specific obligations distinct.

Source trail:
- [tn-elvis-act] Gov. Lee signs ELVIS Act into law — Office of the Governor of Tennessee
  https://www.tn.gov/governor/news/2024/3/21/photos--gov--lee-signs-elvis-act-into-law.html
  Original source publication: 2024-03-21; desk review: 2026-11-03; accessed: 2026-11-03.
- [tn-ai-council] Artificial Intelligence Advisory Council — Tennessee Department of Finance & Administration
  https://www.tn.gov/finance/ai-council.html
  Original source publication: not recorded; desk review: 2026-11-03; accessed: 2026-11-03.