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A document parser that handles claims & appeals end to end and hands a human the exceptions rather than the queue. Aimed at hvac & plumbing dispatchers, unbundling the one module people actually use.
In short: Extraction Appeal Drafter for HVAC & plumbing is a document parser aimed at hvac & plumbing dispatchers, covering claims & appeals. It scores 71/100 on AltF Ideas, carried by monetisation (93) and held back by open field (35). Typical pricing is $5.8k–$116k per customer per year, with a first version reachable in about a month for $4.5k–$13k.
HVAC & plumbing teams lose denials abandoned because appealing costs more than the claim. It is the kind of task that is too small to fund and too costly to ignore. The cost is invisible on any P&L line, which is why it never gets fixed.
A document parser that handles claims & appeals end to end and hands a human the exceptions rather than the queue. Revenue is take-rate, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $735M |
|---|---|
| Category growth (CAGR) | 14% |
| Annual contract value | $5.8k – $116k |
| Pricing model | Take-rate |
| Time to first revenue | 59 days |
| Startup cost to MVP | $4.5k – $13k |
| Build effort | ~1 month |
Document parsing stopped needing per-layout templates. 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 offshore back office | Cheaper per hour, but does not scale down to the tail |
| An internal hire | Works until volume doubles, then breaks again |
| A generalist AI tool | No domain grounding, so output needs full human review |
The incumbent is a person, and displacing a person is a change-management problem.
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