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Inspection handled by a vision model, with a human signing rather than writing. Aimed at hvac & plumbing dispatchers, taking the phone queue off a human entirely.
In short: Vision-Powered Inspection Assistant for Dispatchers is a vision model aimed at hvac & plumbing dispatchers, covering inspection. It scores 73/100 on AltF Ideas, carried by monetisation (90) and held back by open field (42). Typical pricing is $1.7k–$35k per customer per year, with a first version reachable in about a month for $4.5k–$12k.
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. The error rate is tolerated because measuring it would cost more than the errors.
Point a vision model at inspection, and let people review output instead of producing it. Revenue is usage-based, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $258M |
|---|---|
| Category growth (CAGR) | 15% |
| Annual contract value | $1.7k – $35k |
| Pricing model | Usage-based |
| Time to first revenue | 45 days |
| Startup cost to MVP | $4.5k – $12k |
| 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 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 vertical competitor | Priced and scoped for enterprise accounts, not this segment |
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