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Point a vision model at inspection, and let people review output instead of producing it. Aimed at lending loan officers, finding what the inspector would find, first.
In short: Automated Inspection Assistant for Lending is a vision model aimed at lending loan officers, covering inspection. It scores 70/100 on AltF Ideas, carried by moat (90) and held back by open field (43). Typical pricing is $4.0k–$85k per customer per year, with a first version reachable in six to twelve months for $35k–$89k.
Lending teams lose inspections written up twice — once on paper, once at night. Every lending team solves this the same way: someone stays late. 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 per-outcome, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $1.7B |
|---|---|
| Category growth (CAGR) | 13% |
| Annual contract value | $4.0k – $85k |
| Pricing model | Per-outcome |
| Time to first revenue | 62 days |
| Startup cost to MVP | $35k – $89k |
| Build effort | 6-12 months |
Multimodal models now read a photo of a worksite without custom training. Lending is growing at roughly 12% 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 generalist AI tool | No domain grounding, so output needs full human review |
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