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A retrieval engine that handles proposal writing end to end and hands a human the exceptions rather than the queue. Aimed at insurance agency owners, going after the low-value tail everyone else skips.
In short: Proposal Builder for Insurance, Run by Retrieval is a retrieval engine aimed at insurance agency owners, covering proposal writing. It scores 74/100 on AltF Ideas, carried by monetisation (86) and held back by open field (60). Typical pricing is $2.6k–$46k per customer per year, with a first version reachable in about a quarter for $15k–$54k.
Insurance teams lose proposals rebuilt from scratch that are 80% identical. A typical insurance operation runs this on people, memory, and a shared spreadsheet. Whoever knows how it works becomes a single point of failure.
Proposal writing handled by a retrieval engine, with a human signing rather than writing. Revenue is per-matter, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $1.4B |
|---|---|
| Category growth (CAGR) | 13% |
| Annual contract value | $2.6k – $46k |
| Pricing model | Per-matter |
| Time to first revenue | 52 days |
| Startup cost to MVP | $15k – $54k |
| 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 |
| A spreadsheet | The real incumbent in most of the market, and it is free |
| An internal hire | Works until volume doubles, then breaks again |
Every customer wants their own edge cases encoded, so onboarding cost is the real constraint.
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