InsureBench: insurance underwriting and claims benchmark C

Name: InsureBench: insurance underwriting and claims benchmark
Creator: Huzzle Labs
Keywords: Coding,Computer Use,Enterprise Workflows,Long-Horizon,Private Codebases

AI benchmark · Coding

Publisher: Huzzle Labs
Domains: Coding Computer Use Enterprise Workflows Long-Horizon Private Codebases
On X: @huzzle_labs ↗
Tier: C why
Snapshot: October 11, 2026

Open benchmark ↗labs.huzzle.com/huzzle-world

Full listing name: InsureBench: insurance underwriting and claims benchmark (2026, scores pending)

Latest from Huzzle Labs on X

@huzzle_labs ↗

thanks for the shout out! @deedydas
— huzzle_labs (@huzzle_labs) Jul 13, 2026
We open-sourced two RL environments on OpenEnv - Phantom Grid (visual memory) and Spreadsheet (stateful editing). Live on HuggingFace as Docker Spaces. We built these because most agent benchmarks only test one-shot retrieval. They don't tell you if an agent can carry state across steps, recover mid-task, or edit a workbook without silently breaking a downstream sheet. RL researchers need environments that actually test that, and right now there aren't many. Both use OpenEnv's reset/step/state interface, so they plug straight into existing training pipelines. Blog:
— huzzle_labs (@huzzle_labs) Apr 9, 2026

What is InsureBench: insurance underwriting and claims benchmark?

InsureBench measures how language models perform on document-grounded insurance underwriting and claims & coverage cases, each resolving to a single verifiable answer scored pass@1.

Finance mostly
“InsureBench is a benchmark that measures how language models perform on insurance work.”
insurebench.com/ ↗

Tier C

Niche: a handful of models scored, or built by an RL vendor.

How much stands behind a tier: usage, who backs it, a confirmed line from its own site or paper, and a clear read on X. High with three of the four, medium with two, low otherwise.

built by Huzzle Labs
in curated RL directories (2 pts)

How we got to tier C

Adoption: built by Huzzle Labs. Tier C.
Not yet read on X.
In curated RL directories: 2 points, a floor of C.
Confirmed: a line from its own site or paper places it.

A clear view on X moves a tier one step up or down; most entries don't move. How tiers work.

Where InsureBench: insurance underwriting and claims benchmark sits

Its realm in the universe, live. Hover a star for its name; click to open it. Open it in the universe

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