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Point a retrieval engine at claims & appeals, and let people review output instead of producing it. Aimed at restaurants general managers, charging only when it actually works.
In short: Retrieval-Powered Appeal Drafter for General Managers is a retrieval engine aimed at restaurants general managers, covering claims & appeals. It scores 72/100 on AltF Ideas, carried by timing (91) and held back by open field (29). Typical pricing is $2.5k–$51k per customer per year, with a first version reachable in about a quarter for $17k–$55k.
Restaurants teams lose denials abandoned because appealing costs more than the claim. The work sits between two systems that were never designed to talk. Most operators assume this is simply the cost of doing business.
A narrow retrieval engine scoped to claims & appeals alone — no platform, no migration, no six-month rollout. Revenue is usage-based, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $577M |
|---|---|
| Category growth (CAGR) | 10% |
| Annual contract value | $2.5k – $51k |
| Pricing model | Usage-based |
| Time to first revenue | 48 days |
| Startup cost to MVP | $17k – $55k |
| Build effort | ~1 quarter |
Retrieval over private documents became cheap enough to run per query. Restaurants 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 |
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
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