Expert Contribution

How SMEs shape decision workflows — separate from buyer deployment, connected at production review.

How domain experts shape decision workflows — separate from buyer deployment.

Step 1 · Expert contribution

1/5

Apply & verify

Credential check and vertical alignment before any contribution.

We verify domain experience — adjuster, clinician, dispatcher — and match you to the workflows where your judgment matters. No open upload; structured onboarding only.

Swipe the diagram to see all nodes

Separate path, shared quality bar

Structured contribution

Share cases, edge scenarios, and decision patterns through guided formats — not free-form model training or raw client data.

Peer-reviewed cohort

Minimum peer review before anything ships. The same verified network handles production escalations from carrier teams.

Your IP stays yours

Contributions are protected under our SME policy. You validate outcomes and recognition — not our internal architecture.

Looking for the claims deployment path? See how it works for carriers.

Ready to contribute your expertise?