Loading page
A vision model that sits beside the existing system, reads what it already produces, and closes inspection. Aimed at hvac & plumbing field supervisors, surfacing the exposure nobody has priced.
In short: Inspection Assistant Built for Field Supervisors is a vision model aimed at hvac & plumbing field supervisors, covering inspection. It scores 72/100 on AltF Ideas, carried by demand (95) and held back by open field (39). Typical pricing is $1.9k–$37k per customer per year, with a first version reachable in about a quarter for $18k–$43k.
HVAC & plumbing teams lose inspections written up twice — once on paper, once at night. A typical hvac & plumbing operation runs this on people, memory, and a shared spreadsheet. Most operators assume this is simply the cost of doing business.
A vision model that handles inspection end to end and hands a human the exceptions rather than the queue. Revenue is usage-based, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $340M |
|---|---|
| Category growth (CAGR) | 18% |
| Annual contract value | $1.9k – $37k |
| Pricing model | Usage-based |
| Time to first revenue | 41 days |
| Startup cost to MVP | $18k – $43k |
| Build effort | ~1 quarter |
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 |
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
| 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