Uspaplane
A call-time governance layer for read-only real-estate data tools that identifies caller role, jurisdiction, purpose, data vintage, output type, and decision context; runs organization-approved fair-housing and valuation-scope tests; and attaches reviewed source and limitation notices while keeping appraisal status, professional validation, discriminatory effect, lender or broker decision, consumer notice, audit, enforcement, and correction external.
Property-data agents can return estimates, comparables, neighborhoods, eligibility signals, and recommendations whose legal and professional meaning depends on caller, jurisdiction, purpose, data, intended use, and downstream decision. Uspaplane intercepts a request and response, applies versioned organizational rules, flags prohibited or high-risk patterns, and adds reviewed provenance and limitation language. An AVM is not automatically an appraisal, a disclaimer does not transform it into or out of an appraisal assignment, warning text does not cure discriminatory inputs or effects, a prompt test is not a fair-housing assessment, and a signed event is not insurer, appraiser, lender, auditor, or regulator acceptance. Source data, model output, scope classification, policy test, professional review, disclosure, delivery, consumer receipt, decision, adverse effect, complaint, audit, enforcement, remediation, and correction remain distinct.
A real-estate data provider, appraisal technology vendor, mortgage or brokerage platform, compliance owner, insurer, or developer exposing property-data tools to AI agents.
Recent professional and industry AI guidance creates current review pressure.
Call schemas, policy versions, tests, disclosures, evidence, and adapters scale through code.
One cross-reference, one inbound connection, and three direct connections provide modest corroboration.
One cross-reference, one inbound and three direct connections, verified property-data tool servers and appraisal review products, a current AI valuation-governance signal, and no supplied call-time governance layer support the direction.
The buyer and budget are not fully specified, state-specific required language is unverified, legal applicability and appraisal scope require professionals, fair-housing risk cannot be solved through text injection, model and source coverage vary, incumbents can extend, no structural barrier is proven, and pricing is absent.
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