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A retrieval engine that handles risk assessment end to end and hands a human the exceptions rather than the queue. Aimed at hvac & plumbing dispatchers, replacing the spreadsheet that currently holds it together.
In short: Retrieval Risk Scorer for HVAC & plumbing is a retrieval engine aimed at hvac & plumbing dispatchers, covering risk assessment. It scores 72/100 on AltF Ideas, carried by monetisation (89) and held back by feasibility (40). Typical pricing is $3.8k–$82k per customer per year, with a first version reachable in six to twelve months for $32k–$82k.
HVAC & plumbing teams lose risk scored by whoever is free that afternoon. Every hvac & plumbing team solves this the same way: someone stays late. The cost is invisible on any P&L line, which is why it never gets fixed.
Point a retrieval engine at risk assessment, and let people review output instead of producing it. Revenue is per-outcome, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $917M |
|---|---|
| Category growth (CAGR) | 16% |
| Annual contract value | $3.8k – $82k |
| Pricing model | Per-outcome |
| Time to first revenue | 63 days |
| Startup cost to MVP | $32k – $82k |
| 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 |
| An offshore back office | Cheaper per hour, but does not scale down to the tail |
| 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