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● Global field guideVerified 2026-08-01
AI boom × real estate

The AI buildout changes more than data centers.

Warehouses. Industrial outdoor storage. Power and utility land. Hotels, RV parks, manufactured housing, rentals, and the public systems around them. This is a source-linked map of the mechanisms, the Louisiana evidence we have, and the claims we will not make without local proof.

Evidence readout
scoped evidence records
20
Louisiana case records
9
development stages
4
evidence postures
4

This is not a global data-center count, an appraisal, or a statewide Louisiana price forecast. It is an evidence index.

The real-estate chain of effects

One buildout, four different clocks.

A project can create a short, intense construction footprint and a separate, slower operations footprint. That distinction is the difference between diligence and a misleading growth story.

01

Site, power, water, and fiber

AI demand turns a conventional land search into an infrastructure feasibility exercise: power delivery, interconnection, transmission, water, connectivity, and permitting matter with the parcel.

02

Supply chain, warehouses, IOS, and labor

Large builds can require equipment staging, warehouse/flex support, laydown capacity, and temporary worker accommodation—but the local impact must be evidenced, not assumed.

03

Households and long-lived support demand

Operating workforces and supplier ecosystems have different duration, income, and product needs from construction crews. Do not carry a construction peak into a permanent housing forecast.

04

Affordability, services, and public decisions

Land use, roads, utilities, school capacity, resident protections, and affordability need their own observable evidence alongside any growth narrative.

Source-governed field guide

Follow the evidence, not the hype cycle.

v2026.08.01.1

Filter by property type, development stage, or how strong the evidence is. Every card shows a safe reading and a Louisiana diligence lens so a global example cannot silently become a local claim.

Development stage
Property lens
Evidence posture
20 evidence recordsEvery card states what the source can—and cannot—support
Site selection
Global data-center markets
Documented market

Power, land, and connectivity set the site envelope

Data-center developers increasingly evaluate a site as an infrastructure system rather than a building pad alone: usable land, deliverable power, connectivity, and the regulatory path all affect whether development can proceed.

Safe reading

JLL identifies power, land, connectivity, and tax incentives as core data-center market-selection factors. It does not supply a Louisiana land-price forecast.

Louisiana lens

Treat the tracker’s power, water, parish, and permitting records as the Louisiana evidence layer; do not infer a parcel’s readiness from acreage alone.

Industrial & landPower & grid landWater & utility land
Market research · verified 2026-08-01Open source ↗

Source limit: Market-research context; not a Louisiana transaction dataset.

Site selection
United States federal-land initiative
System context

Energy co-location expands the real-estate footprint

AI infrastructure siting can combine data-center buildings with generation, transmission, and other energy assets, changing the relevant land assembly from one parcel to an infrastructure corridor or campus.

Safe reading

DOE identified 16 potential federal sites with existing energy infrastructure for possible AI infrastructure development and energy co-location. This is a federal initiative, not a Louisiana project announcement.

Louisiana lens

For Louisiana, evaluate a proposed campus, generation, substation, water, and transmission work as related but separately sourced real-estate and public-infrastructure actions.

Industrial & landPower & grid landWater & utility land
Public agency · verified 2026-08-01Open source ↗
Site selection
United States
System context

Grid constraints make transmission and utility land a real-estate issue

Large AI-oriented data centers are a significant new electricity-demand category, so interconnection, substations, transmission capacity, and generation become feasibility constraints alongside conventional real estate attributes.

Safe reading

DOE reports that data centers used about 4.4% of U.S. electricity in 2023 and could reach as much as 12% by 2028; it identifies constrained transmission as a barrier to serving rising demand.

Louisiana lens

Use LPSC dockets, utility filings, and project-specific sources for Louisiana cost, timing, route, and rate impacts; national demand figures are context only.

Power & grid landCommunity infrastructure
Public agency · verified 2026-08-01Open source ↗
Site selection
Global data-center and energy markets
System context

AI growth extends the site search into the grid-equipment supply chain

The physical delivery path for an AI campus can be constrained by transmission planning, transformers, turbines, electrical equipment, and regulatory lead times—not simply by the data-center shell or land contract.

Safe reading

The IEA reports that data-center electricity use grew 17% in 2025 and identifies bottlenecks in grid equipment, planning, and regulation. It is global context, not a schedule or capacity determination for a Louisiana site.

Louisiana lens

Treat transformer procurement, generation, transmission, substation scope, and utility approvals as discrete records with named sources and dates in a Louisiana diligence file.

Power & grid landIndustrial & landCommunity infrastructure
Public agency · verified 2026-08-01Open source ↗
Site selection
North American data-center markets
Documented market

Fiber capacity and route diversity are separate from a parcel’s location

Improving optical networks can broaden the set of candidate markets, but a mapped route or nearby conduit does not prove carrier-confirmed capacity, redundancy, latency, or a commercial delivery date.

Safe reading

CBRE identifies AI demand as a driver of optical-network upgrades and notes that power constraints are pushing some hyperscalers toward secondary markets. Neither statement validates a particular Louisiana parcel’s fiber service.

Louisiana lens

Require carrier-confirmed routes, diverse paths, capacity, handoff location, latency, construction scope, and delivery timing before presenting connectivity as available.

Industrial & landCommunity infrastructure
Market research · verified 2026-08-01Open source ↗

Source limit: Market research; a carrier record controls a site-specific connectivity claim.

Site selection
United States data-center sector
System context

Water and wastewater require their own utility and land-use diligence

Cooling and electricity generation can make direct and indirect water exposure material to data-center siting, but source water, authorized withdrawal, actual use, discharge, and grid-related water are different measures.

Safe reading

LBNL estimates that U.S. data centers used 66 billion liters of direct water in 2023 and projects a wide 2028 range for hyperscale direct use. The figures are national estimates, not a Louisiana campus-use measurement.

Louisiana lens

Keep cooling design, source, permitted withdrawal, actual metered use, discharge, reclaimed-water option, sewer capacity, and indirect grid water as separate sourced fields.

Water & utility landCommunity infrastructureIndustrial & land
Public agency · verified 2026-08-01Open source ↗
Site selection
United States brownfield and Superfund guidance
System context

Brownfields can be candidates, not pre-cleared data-center sites

Legacy industrial and utility sites can offer zoning or infrastructure advantages, but contamination liability, engineering controls, cleanup compatibility, flood, permitting, and community engagement remain threshold screens.

Safe reading

EPA guidance identifies some brownfield and Superfund sites as possible AI-data-center reuse candidates where infrastructure and site conditions align. It does not deem any particular site developable.

Louisiana lens

For Louisiana, LDEQ, cleanup, groundwater, title, engineering-control, flood, utility, and local-permit records remain controlling before a brownfield can be treated as an optioned site.

Industrial & landPower & grid landWater & utility land
Public agency · verified 2026-08-01Open source ↗
Construction
United States industrial markets
Documented market

Construction and operations can require nearby warehouse and flex space

Data-center development creates demand for places to receive, stage, service, and distribute equipment, which can put warehouse and industrial properties into the project’s extended supply chain.

Safe reading

Link Logistics reports its own research estimate of roughly 2 million square feet of spillover industrial demand per gigawatt of data-center construction. That is owner research and must not be reused as a Louisiana forecast without local validation.

Louisiana lens

Test warehouse/flex exposure with the governed Market Pulse and signed local leases or tenant evidence; do not convert a national owner estimate into parish absorption.

Warehouse & flexIndustrial & land
Owner research · verified 2026-08-01Open source ↗

Source limit: Property-owner research; methodology and transferability should be independently checked before underwriting.

Construction
Project-specific construction logistics
Monitor locally

IOS and laydown yards are a local diligence lane, not a proven universal rent trade

Oversized equipment, weatherable material, and scheduled deliveries can require outdoor laydown plus covered storage during construction. Published evidence is not yet sufficient to claim a uniform AI-driven IOS rent or absorption premium.

Safe reading

CBRE describes IOS as serving logistics, infrastructure, construction, and service businesses, with digital-infrastructure demand among factors increasing competition for properly zoned sites. LouisianAI still treats a local IOS trade as a source-required diligence question, not a generalized rent conclusion.

Louisiana lens

Seek parcel-level evidence: contractor yards, permits, temporary-use approvals, traffic plans, executed leases, and owner interviews with attributable documents.

IOS & laydownWarehouse & flexIndustrial & land
Market research · verified 2026-08-01Open source ↗

Source limit: Sector market signal, not a Louisiana IOS rent, sale, or absorption comp set.

Construction
United States construction sector
Documented market

Data-center buildouts compete for contractor capacity, equipment, and staging

The construction footprint reaches beyond the final building: it can affect contractor backlogs, electrical equipment timing, supplier space, warehouses, yards, and transportation sequencing.

Safe reading

JLL reports longer average backlogs for contractors with data-center exposure than for those without it. That is a construction-capacity signal, not proof of a Louisiana warehouse or yard lease.

Louisiana lens

Test contractor availability, equipment procurement, delivery schedules, laydown, truck routes, and local supplier contracts before underwriting support-property demand.

Warehouse & flexIOS & laydownIndustrial & land
Market research · verified 2026-08-01Open source ↗

Source limit: National construction-market data; it does not identify a Louisiana project’s labor or space requirement.

Construction
Ouachita and Richland Parishes, Louisiana
Louisiana case

Peak construction labor can create a separate temporary-housing demand curve

A commissioned Northeast Louisiana housing assessment treats the temporary construction workforce and later operating workforce as separate planning cases for the Meta data-center buildout.

Safe reading

The assessment projects a peak temporary construction workforce of up to 5,500 and identifies a near-term need to plan for furnished rentals, RV parks, extended-stay hotels, and short-term leases. It is a project-specific study, not a realized-demand measure.

Louisiana lens

This is the clearest Louisiana signal for temporary accommodation. Any investment conclusion still needs property-level inventory, occupancy, entitlement, and affordability evidence.

Rental housingHotels & extended stayRV parks & campsManufactured housing
Institutional study · verified 2026-08-01Open source ↗

Source limit: Commissioned regional scenario study; projections are not observations of completed absorption or price change.

Construction
Ouachita and Richland Parishes, Louisiana
Louisiana case

Hotels, extended stay, and furnished rentals are construction-phase accommodations

Short-duration labor inflows do not map cleanly to conventional apartment demand, which is why the Northeast Louisiana assessment identifies hospitality and furnished units as distinct options.

Safe reading

The assessment recommends short-term options including extended-stay hotels and furnished rentals for temporary construction workers. It does not report actual hotel occupancy, ADR, apartment rent growth, or unit absorption.

Louisiana lens

Compare length-of-stay, room inventory, furnished-unit availability, commute radius, and construction sequencing before assuming a hospitality or multifamily benefit.

Hotels & extended stayRental housing
Institutional study · verified 2026-08-01Open source ↗

Source limit: Commissioned regional scenario study; not a hospitality-performance dataset.

Construction
Richland Parish, Louisiana
Louisiana case

Construction workforce and operations workforce are not one housing number

Company and state announcements make the construction-to-operations transition visible: a large temporary construction workforce can use very different accommodation and service inventory from the later operating workforce.

Safe reading

A July 2026 LED announcement describes the expanded Meta project as supporting 7,500 peak construction jobs and about 1,000 operational jobs. These are announced project figures, not verified local hires, households, or occupied units.

Louisiana lens

Track headcount with phase, basis, worker type, local status, timing, and source version. Do not combine peak construction jobs with permanent jobs or translate either directly into households.

Rental housingHotels & extended stayRV parks & campsManufactured housing
Public agency · verified 2026-08-01Open source ↗

Source limit: State announcement of company-reported plans; employment, timing, and local-share outcomes require later verification.

Construction
Holly Ridge / Richland Parish, Louisiana
Louisiana case

A named lodge and RV resort creates a project-specific accommodation record

Large construction ramps can produce separately permitted lodging and RV facilities whose land, water, wastewater, traffic, and eventual reuse need to be tracked independently from the underlying data-center campus.

Safe reading

Louisiana DEQ’s Q4 2025 issued-permit report lists Mammoth Industries Inc – Holly Ridge Lodge & RV Resort under AI 246509 and LPDES permit LA0127856. The permit establishes a named accommodation facility and regulated utility footprint, not its capacity, occupancy, opening status, or economics.

Louisiana lens

Monitor permit compliance, beds or sites, occupancy, contract structure, water/sewer, traffic, flood, and post-construction reuse before inferring stabilized value.

RV parks & campsHotels & extended stayRental housing
Public agency · verified 2026-08-01Open source ↗

Source limit: Permit evidence establishes the named facility and regulatory record, not lodging capacity, occupancy, or financial performance.

Construction
Ouachita and Richland Parishes, Louisiana
Louisiana case

RV parks and manufactured housing are possible temporary-supply options—not interchangeable assets

Temporary lodging needs can surface in both RV/camp inventory and manufactured-home communities, but tenure, operating rules, infrastructure needs, resident impacts, and entitlements differ materially.

Safe reading

The Northeast Louisiana assessment names RV parks and mobile-home communities among potential temporary-worker options. It does not establish that existing parks will absorb workers, support a rent increase, or convert to workforce use.

Louisiana lens

Separate RV-hookup capacity, park rules, water/sewer capacity, flood exposure, permitted use, and existing-resident protections before treating either product as a data-center play.

RV parks & campsManufactured housing
Institutional study · verified 2026-08-01Open source ↗

Source limit: Names possible housing products; it is not a feasibility, operating, entitlement, or resident-impact study for a specific park.

Operations
Ouachita and Richland Parishes, Louisiana
Louisiana case

Operations-phase households require a different housing model than construction crews

The regional housing assessment separates temporary construction-worker accommodation from longer-lived households associated with operations and broader economic activity.

Safe reading

The assessment projects 740 additional households in Ouachita and Richland Parishes by 2029, split between 570 renter and 170 owner households. It is a scenario projection and must not be represented as current household formation.

Louisiana lens

Underwrite long-term rental and for-sale housing only against observed household formation, deliveries, income mix, school/road capacity, and actual employer hiring—not construction headcount alone.

Rental housingFor-sale housingCommunity infrastructure
Institutional study · verified 2026-08-01Open source ↗

Source limit: Projected households through 2029, not a current rent, sales, or absorption observation.

Housing & community response
Ouachita and Richland Parishes, Louisiana
Louisiana case

Local rental conditions can tighten during a buildout without proving causation

A market snapshot can surface rates, occupancy, supply, and absorption while still leaving the cause of the movement unresolved. That is the appropriate posture for construction-era rental observations.

Safe reading

The 2025 housing assessment reports apartment effective rents up 1.6% year over year with 96.2% occupancy and says heightened demand could be related to the start of Meta construction. The source itself stops short of a causal finding.

Louisiana lens

Build a repeatable series of executed rents, occupancy, concessions, listings, deliveries, absorption, income bands, and construction-phase worker counts before characterizing an AI-driven rental premium.

Rental housingFor-sale housing
Institutional study · verified 2026-08-01Open source ↗

Source limit: One dated market snapshot and modeled scenario; it explicitly does not establish project causation.

Housing & community response
Ouachita and Richland Parishes, Louisiana
Louisiana case

Housing upside is not the same as housing affordability

A demand-led construction boom can widen mismatches between available homes and the income, tenure, and duration needs of incoming workers; a healthy project thesis should track resident outcomes too.

Safe reading

The Northeast Louisiana assessment flags the risk that housing supply may not match expected demand segments and calls for land availability, zoning flexibility, and infrastructure investment. It does not demonstrate an observed displacement outcome.

Louisiana lens

Report affordability, existing-resident protections, utilities, roads, schools, and fair-housing considerations alongside prospective occupancy or rent narratives.

Rental housingFor-sale housingCommunity infrastructure
Institutional study · verified 2026-08-01Open source ↗

Source limit: Planning warning in a scenario study; no observed displacement claim is made here.

Housing & community response
Louisiana statewide affordable-housing context
Louisiana case

Manufactured housing is also existing affordable stock, not surplus lodging inventory

Mobile and manufactured-home communities may appear in a temporary-accommodation conversation, but they are also a material source of existing affordable housing with infrastructure, ownership, and resident-protection considerations.

Safe reading

A Louisiana Housing Corporation grant application describes manufactured housing as a key affordable-housing resource and proposes preservation and infrastructure improvements. It does not show that a particular community should absorb data-center workers.

Louisiana lens

Track occupied lots, lot rents, utilities, lease nonrenewals, evictions, park acquisition or redevelopment, resident ownership, replacement units, and fair-housing safeguards separately from temporary-workforce demand.

Manufactured housingRental housingCommunity infrastructure
Public agency · verified 2026-08-01Open source ↗

Source limit: Statewide affordable-housing context, not a data-center housing-impact study or a property-specific appraisal.

Housing & community response
Oregon energy-facility public-services filing
Documented market

Temporary-housing capacity and mitigation should be tested project by project

A project filing can identify the available temporary-housing pool and propose mitigations such as local hiring, construction sequencing, and coordinating additional RV hookups, rather than assuming capacity exists.

Safe reading

One Oregon public-services exhibit evaluates hotels, short-term rentals, and RV parks within a one-hour commute and proposes mitigation for potential seasonal strain. It is a project filing, not a broadly transferable capacity finding.

Louisiana lens

Require a comparable local inventory and seasonal-capacity analysis before a Louisiana project claims that temporary housing is adequate or that a new RV/hotel asset is warranted.

Hotels & extended stayRV parks & campsRental housingCommunity infrastructure
Project filing · verified 2026-08-01Open source ↗

Source limit: Applicant project filing; use as an example of a diligence method, not a validated Louisiana market result.

Louisiana evidence boundary

The first local housing signal is a planning study—not a market result.

The Grow NELA / JBREC study is useful because it separates peak construction workers, temporary lodging products, and longer-lived households. It should guide what to measure next, not substitute for property-level occupancy, rents, permits, or resident-impact evidence.

  1. 01Global and out-of-state examples identify mechanisms and diligence questions; they do not establish a Louisiana parcel, rent, absorption, or valuation result.
  2. 02Construction-phase demand, operations-phase households, and community impacts are shown separately because their timing, duration, and product fit differ.
  3. 03IOS, RV parks, and manufactured housing remain distinct property types with different entitlements, infrastructure needs, operating models, and resident considerations.
  4. 04Owner research, vendor operating-practice material, and applicant filings are visibly labeled and never treated as independent market proof.
  5. 05An investment conclusion requires current local inventory, entitlement, utility, traffic, labor, affordability, and property-level source evidence.