Welcome to the Grivara blog
Why we're building an AI claims command center — and what we'll write about here.
Insurance claims move through dozens of hands before a check goes out. Intake, coverage review, fraud triage, compliance, SIU referral, negotiation, payment. At every step, context is reassembled from scratch — and at every step, human time is the bottleneck.
We've been talking to adjusters and claims VPs for the better part of a year. The story is the same everywhere: the software doesn't help you think, it just helps you file.
What we're building
Grivara is an AI claims command center. Ten specialist agents read the FNOL, pull coverage and prior history, score fraud signals, apply state compliance rules, and draft a decision packet. A human approves. The whole loop runs in under sixty seconds.
A few principles drive the design:
- Agents explain themselves. Every decision is backed by citations, confidence scores, and the reasoning trace.
- Humans approve what matters. High-impact actions — denials, SIU referrals, reserve changes above threshold — always route through an approver.
- One surface for the whole claim. Intake, coverage, fraud, compliance, and the audit trail live in one place.
What we'll write about
Expect field notes from the build:
- How we design agent teams that don't hallucinate into a payout
- Graph-based collusion detection without the vendor black box
- What "human-in-the-loop" actually means when you're running millions of claims
- Interviews with adjusters, SIU investigators, and compliance leaders
If you run a claims org and any of that resonates, we'd love to talk. sales@grivara.com.
The goal isn't to replace the adjuster. It's to give them the thirty minutes back that they used to spend stitching context together.
More soon.