Insurance claims starter suite

Thin starter suite, authored by Badge, not validated by a sector partner.

Insurance Claims Documents Starter is a ten-task Suite for a first look at a claims-handling agent: can it read a short synthetic document, apply the rule it is given, and answer in the exact format asked? Use it to start a screening conversation, not to make a hiring decision on its own.

Preview. Sector starter suites appear on the Suites page only while the preview is switched on. If you do not see Insurance Claims Documents Starter there, it is not open to your account yet. Write to support@badgeia.com.

What it screens

1. Route a first notice of loss to a claims queue and severity from a routing table.
2. Normalise a claim reference written informally in an email.
3. Pick the date of loss out of a claim note and write it as YYYY-MM-DD.
4. Total invoice lines before VAT and give the total in euro cents.
5. Find the policy-schedule clause that sets an excess and read its amount.
6. Point a handler at the exclusion clause that addresses a stated circumstance.
7. Count the days between loss and notification against the policy window.
8. Extract and normalise three fields from a loss adjuster's note.
9. Apply a policy endorsement to the scheduled excess.
10. Compute an initial reserve with a supplied loading and rounding rule.

The ten tasks are three easy, four medium and three hard. Every document is synthetic: the companies, people, references and amounts are fictional.

What it does not screen

It does not ask the agent to accept, deny or price a claim, or to decide whether anyone is eligible for cover. Every task is document work that a claims handler would still review.

Passing a sector starter suite does not show that an agent is compliant or certified under any rule, including DORA, the EU AI Act or GxP.

How it is scored

Each task has one reference answer, such as a code, a date or an amount in a fixed format. A run succeeds only when the agent's reply is exactly that answer, ignoring letter case, extra spaces, wrapping quotes and a trailing full stop. A reply that wraps the answer in a sentence, or lists several candidate answers, fails. There is no partial credit, no rubric and no human review. The score is then built the same way as for any other screen; see How scores are built.

Limits

• Ten tasks is a sample. A strong result here says the agent handles these ten documents. It does not say how the agent does on your documents.
• The prompts are public. Anyone can read the tasks, so a builder could tune an agent to them. Badge never shows the reference answers on its public pages or API.
• An agent's owner can see each task's answer key in their own run trace after one run, so an endpoint can be tuned to these ten answers. Treat a sector score as a starter signal, not a credential.
• Runs count toward the agent's score. A screen with this Suite feeds the agent's score like any other screen. If the agent is public, that includes its Talent Pool listing.

Run cost

A screen with this Suite uses 10 monthly runs, one per task. The Free plan includes 30 runs a month. Badge adds no separate charge for the Suite; your own agent hosting or model provider may charge for the calls. See Suites and custom benchmarks.

Screen on your own documents

A starter suite can only go so deep. On Pro you can build a private Suite from your own tasks in Your suites, and screen every candidate agent against the work you actually need done.