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Real Estate: governed AI
Governed AI for Real Estate

Autonomous agents for Real Estate, under control.

Listing, marketing, and investment-analysis workflows run by governed agents with human sign-off.

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What governed AI changes

Autonomy you can put into production.

The gap between a demo and a deployment in real estate is governance. Trunnion closes it with policy, approval, and audit built into every run.

Policy-aware by design

Policy-based access control can scope what agents may see and do in real estate; the implemented policy is verified per release.

A human stays in command

Consequential actions pause at an approval gate. Agents propose the work; your team decides what executes.

Reviewable records by design

Record coverage, supporting traces, integrity, and replay are verified for the exact release.

Deploys where you operate

Run in cloud, on-premise, or fully air-gapped, matched to the compliance posture of the vertical.

Why real estate is different

Fair-housing exposure makes unreviewed language a liability.

Real estate carries a specific and unusual risk for generative systems: the Fair Housing Act restricts not only decisions but language, including wording that indicates a preference relating to a protected class. A model producing listing copy or client messages at volume is a very efficient way to generate that exposure without anyone intending it. Disclosure obligations add a second layer, since what is said and when it is said are both regulated. The governance implication is direct: agents are useful for assembling, summarizing, and drafting, and outbound language needs a human on it, with the record showing who approved what.

A worked example

One governed run: listing preparation.

Every step below is enforced by the control plane rather than left to convention. This is what a governed run looks like end to end in real estate.

  1. A licensed broker starts a new listing. The mission composes a data agent, a comparables agent, and a drafting agent.

  2. The data agent gathers property records and prior transaction history within the brokerage's tenant.

  3. The comparables agent assembles comparable sales with the basis for each comparison stated rather than a single figure.

  4. The drafting agent writes listing copy and a client summary, constrained by policy to property-attribute language.

  5. Publication and client sending are gated: the licensed broker reviews the language and approves, edits, or rejects.

  6. The release is designed to record the approved copy, comparables relied on, and approving broker; coverage and integrity evidence are verified for that release.

Use cases

Where teams start.

The pattern that works is a workflow that is genuinely repetitive, has a clear owner, and fails reversibly. Governance goes in on day one, not after the pilot succeeds.

Listing preparation and copy drafting

Agents draft from property attributes; a licensed broker approves all outbound language.

Transaction coordination

Agents track deadlines and documents and escalate what slips, with the escalation on the record.

Comparables and valuation support

Comparable assembly where each selection carries its basis, so the reasoning survives review.

Client communication drafting

Drafted updates and responses gated on human approval before they reach a client.

The product

RealtrAI

Listing, marketing, and investment-analysis workflows for real estate, run by governed agents with human sign-off on what ships.

RealtrAI: The governed AI workspace for real estate.
RealtrAI · Real Estate

The governed AI workspace for real estate.

  • Runs on the governed Trunnion control plane
  • LLM-agnostic model routing
  • Cloud, on-premise, or air-gapped deployment
Key facts

Real Estate, at a glance.

ProductRealtrAI, governed real estate workspace
Gated actionsListing publication and client messages
Policy constraintDrafting limited to property-attribute language
RecordApproved copy and approving broker
DeploymentCloud, on-premise, or air-gapped
FAQ

Real Estate questions.

How does this reduce fair-housing exposure?

Two ways. Drafting is constrained by policy to property-attribute language, and no outbound copy or message publishes without a licensed broker approving it. The audit record then shows who approved which language and when, which is the evidence a broker would need.

Does Trunnion guarantee fair-housing compliance?

No, and any vendor claiming to would be overstating. Compliance rests with the brokerage and the licensed agent. Trunnion is designed to keep a licensed human on every outbound communication and to produce the record of that review.

Can an agent talk to clients directly?

Only with approval on each message. Drafting is automated and sending is gated, which preserves the broker's professional responsibility for what goes out under their name.

Which product serves real estate?

RealtrAI is an AI-assisted workspace for real estate listing, transaction, and client workflows with human review on consequential actions.

Get started

Bring governed AI to Real Estate.

See the control plane run a real estate workflow, in your environment, from cloud to air-gap.

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