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A vision model that sits beside the existing system, reads what it already produces, and closes inspection. Aimed at solar project managers, closing the loop while everyone is asleep.
In short: Vision-Powered Inspection Assistant for Project Managers is a vision model aimed at solar project managers, covering inspection. It scores 71/100 on AltF Ideas, carried by timing (94) and held back by open field (38). Typical pricing is $900–$18k per customer per year, with a first version reachable in about a month for $4.5k–$13k.
Solar teams lose inspections written up twice — once on paper, once at night. Every solar team solves this the same way: someone stays late. Most operators assume this is simply the cost of doing business.
Inspection handled by a vision model, with a human signing rather than writing. Revenue is seat saas, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $660M |
|---|---|
| Category growth (CAGR) | 25% |
| Annual contract value | $900 – $18k |
| Pricing model | Seat SaaS |
| Time to first revenue | 50 days |
| Startup cost to MVP | $4.5k – $13k |
| Build effort | ~1 month |
Multimodal models now read a photo of a worksite without custom training. Solar is growing at roughly 24% 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 |
| An offshore back office | Cheaper per hour, but does not scale down to the tail |
| A spreadsheet | The real incumbent in most of the market, and it is free |
Every customer wants their own edge cases encoded, so onboarding cost is the real constraint.
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