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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 utilities compliance leads, replacing the spreadsheet that currently holds it together.
In short: Vision Inspection Assistant for Utilities is a vision model aimed at utilities compliance leads, covering inspection. It scores 72/100 on AltF Ideas, carried by moat (91) and held back by feasibility (34). Typical pricing is $2.0k–$41k per customer per year, with a first version reachable in six to twelve months for $36k–$116k.
Utilities teams lose inspections written up twice — once on paper, once at night. It is the kind of task that is too small to fund and too costly to ignore. The error rate is tolerated because measuring it would cost more than the errors.
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 | $555M |
|---|---|
| Category growth (CAGR) | 13% |
| Annual contract value | $2.0k – $41k |
| Pricing model | Usage-based |
| Time to first revenue | 35 days |
| Startup cost to MVP | $36k – $116k |
| Build effort | 6-12 months |
Multimodal models now read a photo of a worksite without custom training. Utilities is growing at roughly 11% a year, and this job has not been re-tooled since it was designed around paper.
| Who | The gap |
|---|---|
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
| A spreadsheet | The real incumbent in most of the market, and it is free |
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