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Point a vision model at field reporting, and let people review output instead of producing it. Aimed at lending underwriters, surfacing the exposure nobody has priced.
In short: Lending Field Reporter is a vision model aimed at lending underwriters, covering field reporting. It scores 71/100 on AltF Ideas, carried by demand (84) and held back by open field (47). Typical pricing is $2.8k–$56k per customer per year, with a first version reachable in about a quarter for $13k–$45k.
Lending teams lose reports typed up in a truck cab after a ten-hour day. It is the kind of task that is too small to fund and too costly to ignore. Most operators assume this is simply the cost of doing business.
Field reporting 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 | $1.3B |
|---|---|
| Category growth (CAGR) | 12% |
| Annual contract value | $2.8k – $56k |
| Pricing model | Usage-based |
| Time to first revenue | 31 days |
| Startup cost to MVP | $13k – $45k |
| Build effort | ~1 quarter |
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 |
|---|---|
| A generalist AI tool | No domain grounding, so output needs full human review |
| 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 |
Trust has to be earned before anyone lets this run unsupervised.
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