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A retrieval engine that sits beside the existing system, reads what it already produces, and closes risk assessment. Aimed at insurance claims teams, going after the low-value tail everyone else skips.
In short: Insurance Risk Scorer on Retrieval is a retrieval engine aimed at insurance claims leads, covering risk assessment. It scores 80/100 on AltF Ideas, carried by moat (95) and held back by open field (51). Typical pricing is $4.5k–$96k per customer per year, with a first version reachable in about a quarter for $11k–$34k.
Insurance teams lose risk scored by whoever is free that afternoon. The work sits between two systems that were never designed to talk. The error rate is tolerated because measuring it would cost more than the errors.
A narrow retrieval engine scoped to risk assessment alone — no platform, no migration, no six-month rollout. Revenue is per-outcome, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $1.3B |
|---|---|
| Category growth (CAGR) | 13% |
| Annual contract value | $4.5k – $96k |
| Pricing model | Per-outcome |
| Time to first revenue | 60 days |
| Startup cost to MVP | $11k – $34k |
| Build effort | ~1 quarter |
Retrieval over private documents became cheap enough to run per query. Insurance is growing at roughly 13% a year, and this job has not been re-tooled since it was designed around paper.
| Who | The gap |
|---|---|
| An offshore back office | Cheaper per hour, but does not scale down to the tail |
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
| A generalist AI tool | No domain grounding, so output needs full human review |
The incumbent is a person, and displacing a person is a change-management problem.
An idea you cannot act on is entertainment. Four concrete steps, wired to tools already running on AltFTool.
Score problem urgency, willingness to pay, and reachable audience size before writing any code.
→ AltF IdeaLabAsk how they handle this today and what it costs them. If nobody can quantify the pain, the demand score is optimistic.
→ Survey BuilderCheck availability, DNS, and email authentication in one pass so your first outreach lands in an inbox.
→ AltF DomainOpsStand up intake, the review queue, and billing before you build the clever part.
→ AltF Flow