AIK9 Landee is the NVEST NVETS housing and land intelligence layer. Right now it is being built to help the nonprofit find voucher-compatible areas, compare affordability by ZIP or county, rank where housing opportunities look realistic for homeless and disabled veterans, and evaluate Ohio land opportunities before they are lost to purely extractive development. Later, the same engine can be offered as an API for investors and operators.
Landee is not a public investor dashboard yet. It is an internal mission assistant for underwriting veteran housing moves, testing whether a ZIP is still voucher-workable, deciding whether acquisition or new build gives the stronger mission return, and flagging when Ohio land transition opportunities should be studied before they get absorbed by residential sprawl or power-heavy industrial expansion.
Landee can start as an internal NVEST assistant, then later become a paid API for landlords, developers, investors, and mission-aligned operators who want voucher-aware affordability analysis, market ranking, housing opportunity screening, and land-transition strategy.
The model should not guess about housing. It should reason over structured government and local housing authority data that the backend collects first.
HUD Fair Market Rents, HUD Small Area FMRs where they apply, HUD income limits, and local housing authority payment standards are collected server-side first.
Your OpenAI key stays on the backend. Landee receives clean JSON with voucher ceilings, area, bedroom count, utility assumptions, and listing data, then ranks affordability and fit.
Landee returns a practical result: where a veteran should search now, where an investor could still hit a workable spread, and which areas are unrealistic under current voucher rules.
Landee should never call the OpenAI API directly from the browser. The browser sends ZIP code, bedroom count, voucher type, and listing targets to your backend. The backend fetches HUD or housing authority data, normalizes it, then sends only the structured facts to OpenAI for ranking and explanation.
These are the official sources that matter most for a voucher-first housing assistant.
HUD provides an official API for Fair Market Rents and income limits. This gives Landee a national backbone for county and metro affordability logic.
Small Area FMRs are ZIP-code-based. Landee should use these where the metro area is designated for SAFMR or where the local PHA has opted in.
For Carroll and the 43105 area, local housing authority rules matter more than generic national assumptions. Fairfield MHA administers the Housing Choice Voucher program throughout Fairfield County.
Landee should check current payment standards directly from the local housing authority first, then compare them against HUD baselines and actual listings.
For this specific lane, Landee should treat Fairfield County rules as primary because Fairfield MHA runs the voucher program countywide. If the local authority uses countywide payment standards, those should outrank ZIP-level assumptions.
These are practical starter search ZIPs around the Carroll and Baltimore lane. Landee can expand or tighten the radius based on bedroom count, transit need, and voucher type.
Fairfield MHA's published FAQ currently shows these voucher payment standard amounts:
| Bedroom size | Standard |
|---|---|
| 0 Bedroom | $970 |
| 1 Bedroom | $1,065 |
| 2 Bedroom | $1,302 |
| 3 Bedroom | $1,574 |
| 4 Bedroom | $1,745 |
Source: Fairfield MHA Housing Choice Voucher FAQ, crawled April 2026. Fairfield MHA also notes the tenant portion is generally calculated around 30% of adjusted income and cannot exceed 40% of adjusted income at lease-up.
Compare the unit's gross rent against the local payment standard or Small Area FMR, then flag whether it looks workable, stretched, or unrealistic.
Score listings by stability factors such as unit size, landlord openness to vouchers, county administration, and distance from the veteran's required support network.
For nonprofit land or property opportunities, compare acquisition cost, likely development cost, bedroom yield, veteran employment potential, and long-term voucher-supported revenue potential.
Landee can tell NVEST whether a property in Carroll, Baltimore, or another Fairfield County ZIP looks affordable under the local voucher ceiling, whether it is better as a rental referral target, whether it has long-term build potential for the nonprofit, and whether the land should be protected for veteran-serving use before outside development pressure takes over.
April 2026 strategy: treat Baltimore and Carroll as the voucher anchor, but widen the housing search to the rest of Fairfield County when cheap buildable dirt or voucher-fit rentals do not show up in the core ZIP.
Use Fairfield MHA payment standards to screen one-bedroom and two-bedroom units across the wider Fairfield County lane before assuming Baltimore inventory will carry the mission by itself.
Land under $50,000 is the leverage target, but only if utilities, access, and zoning make a 4-unit build realistic. Cheap land without build practicality is not a mission win.
When land and build cost stay disciplined, a 4-unit one-bedroom layout usually outperforms a single shared house because the voucher stack is stronger and easier to scale.
This is the internal nonprofit version. Use it to compare a shared home against a 4-unit build before making a mission housing move.
Run the analysis to see which mission structure wins.
Voucher ceiling, cost, and NOI will appear here.
Per-unit voucher stack, total project cost, and NOI will appear here.
This search is anchored to Carroll, Ohio and the 25-mile 43105 support ring, then ranks apartment communities, property managers, and listing pages against the local voucher ceiling.
Run the search to load the local ceiling and housing-authority notes.
Landee will explain what to call first and what to verify manually.
Counts for under-ceiling leads, missing-rent targets, and over-ceiling listings will appear here.
A backend-powered form that takes ZIP, bedroom count, and voucher type, then returns the current ceiling, local housing authority, and practical search notes.
A way to paste listing URLs or property addresses so Landee can compare rent or acquisition cost against voucher affordability and projected mission fit.
API-key access for private users later, once the mission version is strong enough and the ranking logic is battle-tested.