AI Reliability Sprint · Insurance: Make your insurance AI safe enough to launch.

We fix what your Review found, put guardrails around your insurance AI, and test it on routine, unclear and hostile claims cases.

  • $4,500 sprint
  • About 10 business days
  • After a Topiax Review

Insurance focus: Accurate claims, a clear record, and a controlled handoff

Insurance release readiness

Decision: conditional

  • Eval suite
  • Failure handling
  • Guardrails
  • Recovery path

Representative preview · your record is built from your own app

For insurance teams

What the Sprint tests for insurance teams.

Claims and underwriting teams lose time moving data between systems, and a mistake with customer information is costly.

Where it applies

Claims, underwriting, or service features that already have real test cases and a named owner.

What the tests use

  • Past claims and policy examples
  • Traces of the AI's lookups and tool calls
  • Your release and incident process

What must pass

  • Routine, unclear, incomplete, and hostile cases are tested
  • Unsupported policy interpretations are blocked
  • A person takes over when confidence or system access fails

What it does not cover

The Sprint does not certify regulatory compliance or guarantee that every future claim is handled correctly. It fixes your Review's findings and adds guardrails.

See the full AI Reliability Sprint scope and price

What changes in the sprint

  • BeforeCritical and High findings sit in a report

    AfterFixed for you, reviewed, then re-tested

  • BeforeNothing limits what your AI feature does

    AfterGuardrails: limits on what the AI accepts, answers and spends

  • Before“It seems better after the prompt change.”

    AfterAn eval suite: automated tests that re-check the AI on every change

Questions

Before you start.

What does the AI Reliability Sprint cover for insurance teams?

For insurance teams, the Sprint fixes what your Review found and tests the AI on real claims: routine, unclear, incomplete and hostile cases. A good demo is not enough when a wrong policy clause or claimant match can change an outcome.

What should insurance teams check before launch?

Before launch, check three things: routine, unclear, incomplete, and hostile cases are tested; unsupported policy interpretations are blocked; and a person takes over when confidence or system access fails.

What does the AI Reliability Sprint not cover for insurance teams?

The Sprint does not certify regulatory compliance or guarantee that every future claim is handled correctly. It fixes your Review's findings and adds guardrails.

What does the AI Reliability Sprint cost, and what does it need?

The AI Reliability Sprint costs $4,500, fixed, and takes about 10 business days. It needs a Topiax Launch Readiness Review from the last 60 days, because the Review's findings decide what gets fixed. Reliability Continuity afterwards is optional, at $1,500 per month.

Does the AI Reliability Sprint build LLM and RAG evaluation test sets?

Yes, the AI Reliability Sprint sets up an eval suite: automated tests that re-check the AI on every change. For insurance teams, the test cases usually start from past claims and policy examples.

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