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A narrow retrieval engine scoped to claims & appeals alone — no platform, no migration, no six-month rollout. Aimed at legal ops teams, holding service constant on a smaller team.
In short: Retrieval Appeal Drafter for Legal is a retrieval engine aimed at legal ops managers, covering claims & appeals. It scores 74/100 on AltF Ideas, carried by monetisation (95) and held back by open field (49). Typical pricing is $12k–$180k per customer per year, with a first version reachable in about a quarter for $18k–$51k.
Legal teams lose denials abandoned because appealing costs more than the claim. Every legal team solves this the same way: someone stays late. It scales linearly with headcount, so growth makes it worse rather than better.
Point a retrieval engine at claims & appeals, and let people review output instead of producing it. Revenue is managed service, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $1.8B |
|---|---|
| Category growth (CAGR) | 12% |
| Annual contract value | $12k – $180k |
| Pricing model | Managed service |
| Time to first revenue | 67 days |
| Startup cost to MVP | $18k – $51k |
| Build effort | ~1 quarter |
Retrieval over private documents became cheap enough to run per query. Legal is growing at roughly 12% 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 |
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
The data you need lives on paper in a back office; digitisation is half the product.
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