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Point a retrieval engine at training & competency, and let people review output instead of producing it. Aimed at insurance underwriters, closing the loop while everyone is asleep.
In short: Competency Tracker for Insurance, Run by Retrieval is a retrieval engine aimed at insurance underwriters, covering training & competency. It scores 71/100 on AltF Ideas, carried by moat (96) and held back by monetisation (46). Typical pricing is $2.4k–$47k per customer per year, with a first version reachable in about a month for $6.5k–$17k.
Insurance teams lose certifications that expire before anyone notices. The work sits between two systems that were never designed to talk. The backlog only surfaces when a customer or an auditor finds it first.
Point a retrieval engine at training & competency, and let people review output instead of producing it. Revenue is usage-based, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $2.2B |
|---|---|
| Category growth (CAGR) | 14% |
| Annual contract value | $2.4k – $47k |
| Pricing model | Usage-based |
| Time to first revenue | 41 days |
| Startup cost to MVP | $6.5k – $17k |
| Build effort | ~1 month |
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 |
|---|---|
| A generalist AI tool | No domain grounding, so output needs full human review |
| An internal hire | Works until volume doubles, then breaks again |
| An offshore back office | Cheaper per hour, but does not scale down to the tail |
Integrations with the incumbent system of record are undocumented and gatekept.
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