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A retrieval engine that sits beside the existing system, reads what it already produces, and closes claims & appeals. Aimed at facilities ops teams, holding service constant on a smaller team.
In short: Retrieval Appeal Drafter for Facilities is a retrieval engine aimed at facilities ops managers, covering claims & appeals. It scores 72/100 on AltF Ideas, carried by monetisation (92) and held back by moat (48). Typical pricing is $4.3k–$92k per customer per year, with a first version reachable in about a quarter for $13k–$38k.
Facilities teams lose denials abandoned because appealing costs more than the claim. Every facilities team solves this the same way: someone stays late. It scales linearly with headcount, so growth makes it worse rather than better.
A retrieval engine that handles claims & appeals end to end and hands a human the exceptions rather than the queue. Revenue is per-outcome, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $589M |
|---|---|
| Category growth (CAGR) | 13% |
| Annual contract value | $4.3k – $92k |
| Pricing model | Per-outcome |
| Time to first revenue | 64 days |
| Startup cost to MVP | $13k – $38k |
| Build effort | ~1 quarter |
Retrieval over private documents became cheap enough to run per query. Facilities is growing at roughly 14% a year, and this job has not been re-tooled since it was designed around paper.
| Who | The gap |
|---|---|
| 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 |
| A spreadsheet | The real incumbent in most of the market, and it is free |
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