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A narrow forecasting model scoped to risk assessment alone — no platform, no migration, no six-month rollout. Aimed at hvac & plumbing owner-operators, finding what the inspector would find, first.
In short: Risk Scorer for HVAC & plumbing, Run by Forecasting is a forecasting model aimed at hvac & plumbing owner-operators, covering risk assessment. It scores 77/100 on AltF Ideas, carried by demand (96) and held back by feasibility (46). Typical pricing is $11k–$160k per customer per year, with a first version reachable in six to twelve months for $38k–$125k.
HVAC & plumbing teams lose risk scored by whoever is free that afternoon. Nobody owns this process, which is exactly why it keeps breaking. Whoever knows how it works becomes a single point of failure.
A forecasting model that sits beside the existing system, reads what it already produces, and closes risk assessment. Revenue is managed service, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $604M |
|---|---|
| Category growth (CAGR) | 14% |
| Annual contract value | $11k – $160k |
| Pricing model | Managed service |
| Time to first revenue | 79 days |
| Startup cost to MVP | $38k – $125k |
| Build effort | 6-12 months |
Forecasting that used to need a data team now runs on off-the-shelf models. 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 spreadsheet | The real incumbent in most of the market, and it is free |
| A generalist AI tool | No domain grounding, so output needs full human review |
Accuracy is unforgiving here — one wrong output costs more than the subscription.
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