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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, catching the error before it becomes a change order.
In short: Appeal Drafter Built for Field Supervisors is a retrieval engine aimed at hvac & plumbing field supervisors, covering claims & appeals. It scores 73/100 on AltF Ideas, carried by monetisation (90) and held back by open field (49). Typical pricing is $10k–$156k per customer per year, with a first version reachable in six to twelve months for $39k–$117k.
HVAC & plumbing teams lose denials abandoned because appealing costs more than the claim. In most hvac & plumbing businesses this job has never had software written for it. 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 managed service, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $737M |
|---|---|
| Category growth (CAGR) | 16% |
| Annual contract value | $10k – $156k |
| Pricing model | Managed service |
| Time to first revenue | 67 days |
| Startup cost to MVP | $39k – $117k |
| Build effort | 6-12 months |
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 |
|---|---|
| An internal hire | Works until volume doubles, then breaks again |
| A generalist AI tool | No domain grounding, so output needs full human review |
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
Integrations with the incumbent system of record are undocumented and gatekept.
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