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A vision model that handles inspection end to end and hands a human the exceptions rather than the queue. Aimed at hvac & plumbing owner-operators, proving value before anyone signs anything.
In short: Vision Inspection Assistant for HVAC & plumbing is a vision model aimed at hvac & plumbing owner-operators, covering inspection. It scores 74/100 on AltF Ideas, carried by demand (95) and held back by moat (37). Typical pricing is $1.9k–$37k per customer per year, with a first version reachable in about a month for $5.0k–$15k.
HVAC & plumbing teams lose inspections written up twice — once on paper, once at night. In most hvac & plumbing businesses this job has never had software written for it. It scales linearly with headcount, so growth makes it worse rather than better.
Inspection handled by a vision model, with a human signing rather than writing. Revenue is usage-based, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $758M |
|---|---|
| Category growth (CAGR) | 14% |
| Annual contract value | $1.9k – $37k |
| Pricing model | Usage-based |
| Time to first revenue | 45 days |
| Startup cost to MVP | $5.0k – $15k |
| Build effort | ~1 month |
Multimodal models now read a photo of a worksite without custom training. 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 |
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
Trust has to be earned before anyone lets this run unsupervised.
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