Benefits ops platform

Turn verification documents into structured, reviewable data.

Intake once, extract into a fixed schema, and let staff review only the uncertain values. You can enter the platform immediately and use the seeded sample flow without configuring WorkOS first.

Open platform Open sample case

Structured extraction

Documents land in a fixed schema. Staff review fields, not paragraphs.

PII-aware design

Raw files stay in object storage. Postgres holds metadata and audit trails only.

Model-switchable

Compare extraction providers on synthetic batches. Swap the backend without rewriting the app.

How it works

Three steps to structured review

Intake

Upload paystubs, statements, IDs, or proof-of-address files.

Extract

The model returns normalized fields with confidence scores.

Review

Staff see the document beside extracted data and correct only what is wrong.

Infrastructure incomplete

0/4 extraction strategies available

Default: OpenRouter / Qwen 2.5 VL 7B

Preview access active

Capabilities

Built for the proof of concept and beyond

Compare extraction profiles

Run Qwen, Kimi, MiniMax, or Reducto side-by-side on synthetic batches.

Stable data model

Jobs, fields, confidence, and reviewer edits stay consistent across provider changes.

Real operator workflow

Queue-based review workstation, not a bare internal dashboard.

Ready for private deployment

Same interface can point at dedicated or airgapped inference later.

Ready to see it in action?

Walk through the extraction and review workflow now, then switch over to live intake once storage and auth are configured.

Open platform View the queue