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An anomaly detector that sits beside the existing system, reads what it already produces, and closes reconciliation. Aimed at hvac & plumbing owner-operators, holding service constant on a smaller team.
In short: Reconciler for HVAC & plumbing, Run by Anomaly is an anomaly detector aimed at hvac & plumbing owner-operators, covering reconciliation. It scores 74/100 on AltF Ideas, carried by demand (91) and held back by open field (49). Typical pricing is $3.5k–$53k per customer per year, with a first version reachable in six to twelve months for $28k–$86k.
HVAC & plumbing teams lose two ledgers that never agree and nobody can say why. Every hvac & plumbing team solves this the same way: someone stays late. Most operators assume this is simply the cost of doing business.
Point an anomaly detector at reconciliation, and let people review output instead of producing it. Revenue is data subscription, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $792M |
|---|---|
| Category growth (CAGR) | 17% |
| Annual contract value | $3.5k – $53k |
| Pricing model | Data subscription |
| Time to first revenue | 71 days |
| Startup cost to MVP | $28k – $86k |
| Build effort | 6-12 months |
Streaming detection became practical without a dedicated data platform. 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 |
The data you need lives on paper in a back office; digitisation is half the product.
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