ToProd for insurance

Claims, underwriting and service, to prod.

Carriers, MGAs and claims administrators have run plenty of gen-AI pilots. The hard part is wiring them into the claims system, the document store and the adjuster's day. A ToProd crew embeds with your claims or underwriting team and ships one workflow to production with audit trails your compliance team can sign off on.

Where crews start

Workflows we take to production

FNOL and claims intake

An agent that reads first-notice emails, forms and attachments, opens the claim, checks coverage basics and routes it to the right desk.

Measured: touch time per new claim, misroutes

Adjuster document review

Summaries of medical records, bills, police reports and estimates, with every statement linked to its page.

Measured: hours per file review, reviewer agreement

Underwriting submission triage

Extracts broker submissions and loss runs into your rating inputs, then flags appetite and missing information.

Measured: quote turnaround, submissions cleared per underwriter

Policy service assistant

Answers for service reps grounded in policy wording and endorsements, with the source clause cited.

Measured: handle time, escalations

What we're seeing

Insurers and claims administrators are now hiring forward deployed and agentic-AI engineers, some on contract-to-hire. That's a sign the work is urgent and the talent is scarce.

How we work in insurance

  • Human approval on every coverage or payment decision
  • PII stays in your cloud tenant; nothing is used to train models
  • Decision logs that support state market-conduct reviews

How to start

  • Recon: 2 weeks to rank your workflows and prototype the top pick
  • Sortie: 6–8 weeks to put one workflow into production
  • Bridge: cover your open FDE seat until your hire is ramped
All engagements

Send us your FDE req

Paste the job post. Get a crew plan.

Send the Forward Deployed Engineer job description you're hiring for, or describe the workflow you need in production. Within two business days we'll reply with how a crew would cover it, a timeline and a fixed price.

Prefer email? arajabi@meeberio.com