Specialist evidence for work that is expensive to get wrong.
Davisville Labs publishes focused, source-backed systems that AI agents can delegate to when raw retrieval is not enough. Each specialist resolves a bounded problem, preserves provenance, exposes uncertainty, and maintains its own domain rules.
Davisville Labs is the publisher and routing layer. The work stays with focused specialists that maintain their own evidence rules, source semantics, benchmarks, payment eligibility, and product identity.
Local government intelligenceProduction
LocalProof
California local-government property and jurisdiction intelligence for AI agents.
Use it when
A property must be resolved to the correct jurisdiction and official source set.
Released parcel, permit, planning, enforcement, zoning, or development evidence needs reconciliation.
Source gaps, jurisdiction holds, and uncertainty must stay explicit before paid work.
For builders and merchants selling to AI agents, measure credible discovery, paid intent, settlement, successful delivery, and repeat use without mixing synthetic traffic with customer demand.
The domains differ. The operating discipline does not.
Every Davisville specialist makes the hard transformation layer explicit instead of charging for commodity public-data retrieval.
Evidence before confidence
Identity, source authority, provenance, conflicts, freshness, and source gaps are part of the product rather than footnotes.
Abstention is a valid result
Missing or ambiguous evidence should stop unsafe conclusions and, where the contract requires it, stop billing before payment.
Compounding state
Resolved identities, adjudicated edge cases, benchmarks, lineage, and source-policy decisions make repeat work stronger over time.
Machine routing
Route by fit, not guesswork.
The machine-readable catalog describes fit, non-fit, production status, public operations, pricing signals, and direct discovery surfaces for every active agent-facing Davisville product.