Agency Operations

Make the model return JSON your AMS will accept

October 5, 2026 · Bindmatic

Prose is not the deliverable; the record is. Here is the schema-first extraction loop we use: constrained decoding, a second validation pass with your own business rules, an explicit way to say "not present", and one repair attempt before the item goes to review.

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Profile your AMS data before you build the agent

September 21, 2026 · Bindmatic

Most agent projects that stall do not stall on the model. They stall on blank expiration dates and three records for the same insured. Here is the read-only profile we run in the first week, and the thresholds we use to decide what to build.

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Pull certificate requests out of a COI tracking portal

September 21, 2026 · Bindmatic

Half your certificate requests arrive as a link to a compliance portal, and the requirement grid never reaches the mailbox. Here is how to fetch it, normalize it into the request schema you already have, and classify the rejections that come back.

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Send the approved reply in the same email thread

September 18, 2026 · Bindmatic

The certificate is drafted and the CSR clicked approve. Now the reply has to leave from the agency mailbox, land in the requester's original thread, and file itself in the AMS. Here is the Microsoft Graph path.

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Trace an agent run with OpenTelemetry

September 15, 2026 · Bindmatic

Decision logs prove what the agent decided. Traces tell you where a run spent 42 seconds and which call failed. Here is the span layout, the gen_ai attributes, and what must never leave the agency.

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Classify inbound service requests with your own activity codes

September 14, 2026 · Bindmatic

Your AMS activity codes already are the taxonomy. Here is how we build the classification step of a service-request agent on them: 300 labeled messages, rules first, a schema-constrained model call, and a margin test that sends the doubtful ones to a person.

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Score a silent run before go-live

September 9, 2026 · Bindmatic

Vendor accuracy numbers were measured on someone else’s documents. Here is the harness we use to score an agent against 200 closed cases from your own AMS, and the gate we set before it goes live.

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Match an inbound request to the right AMS account

September 9, 2026 · Bindmatic

Most inbound service requests name no account and no policy. Here is the extract, retrieve, score pipeline we use to match a message to an AMS account, and the margin test that tells it when to abstain.

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Write agent output back to the AMS without duplicates

September 9, 2026 · Bindmatic

No AMS gives you an idempotency key, and every retry is a second activity on the account. Here is the claim-call-confirm layer we put in front of Epic, HawkSoft, and EZLynx, plus the no-op mode the silent run depends on.

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Log every agent decision so you can defend it later

September 9, 2026 · Bindmatic

Six weeks after a certificate goes out, someone will ask who decided the coverage was there. Here is the append-only decision log we build next to every agent, what goes in it, and what stays in tracing instead.

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