Business Record Agent

What could an AI agent do if it had access to the structured, authoritative record behind a business?

Agent usefulness tracks record completeness more closely than it tracks model capability.

Hypothesis — not a conclusion

An agent that can read an authoritative record can answer operational questions a marketing website never states clearly.

1. Business Record
   ↓
2. Agent context
   ↓
3. Task
   ↓
4. Response
   ↓
5. Action

• BusinessRecordAgent.com ↗

• —Which tasks improve most when a record is present
• —Whether missing fields produce refusals or invention
• —What actions an agent should be allowed to take on a business's behalf

Agent answers degrade in predictable ways when a record is incomplete rather than absent.

Testing has not yet produced documented results.

• General models answer just as well without a record
• Businesses reject agent-initiated actions
• Record freshness cannot be maintained at the pace agents assume

• Where should the boundary between reading and acting sit?
• How should an agent express uncertainty about a stale field?

Prototype agent tasks that read a record and answer questions a website cannot.