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A retrieval engine that handles claims & appeals end to end and hands a human the exceptions rather than the queue. Aimed at hvac & plumbing field supervisors, starting from data the business already produces.
In short: Appeal Drafter Built for Field Supervisors is a retrieval engine aimed at hvac & plumbing field supervisors, covering claims & appeals. It scores 74/100 on AltF Ideas, carried by monetisation (97) and held back by moat (37). Typical pricing is $3.7k–$79k per customer per year, with a first version reachable in about a quarter for $13k–$43k.
HVAC & plumbing teams lose denials abandoned because appealing costs more than the claim. The work sits between two systems that were never designed to talk. The error rate is tolerated because measuring it would cost more than the errors.
A retrieval engine that sits beside the existing system, reads what it already produces, and closes claims & appeals. Revenue is per-outcome, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $489M |
|---|---|
| Category growth (CAGR) | 13% |
| Annual contract value | $3.7k – $79k |
| Pricing model | Per-outcome |
| Time to first revenue | 60 days |
| Startup cost to MVP | $13k – $43k |
| Build effort | ~1 quarter |
Retrieval over private documents became cheap enough to run per query. HVAC & plumbing is growing at roughly 16% a year, and this job has not been re-tooled since it was designed around paper.
| Who | The gap |
|---|---|
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
| An internal hire | Works until volume doubles, then breaks again |
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
Trust has to be earned before anyone lets this run unsupervised.
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