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Point a long-context reviewer at document review, and let people review output instead of producing it. Aimed at solar owner-operators, closing the loop while everyone is asleep.
In short: Automated Document Reviewer for Solar is a long-context reviewer aimed at solar owner-operators, covering document review. It scores 73/100 on AltF Ideas, carried by timing (91) and held back by monetisation (31). Typical pricing is $1.1k–$22k per customer per year, with a first version reachable in about a quarter for $16k–$43k.
Solar teams lose a 900-page document read by someone billing $300 an hour. In most solar businesses this job has never had software written for it. Whoever knows how it works becomes a single point of failure.
A long-context reviewer that handles document review end to end and hands a human the exceptions rather than the queue. Revenue is seat saas, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $730M |
|---|---|
| Category growth (CAGR) | 21% |
| Annual contract value | $1.1k – $22k |
| Pricing model | Seat SaaS |
| Time to first revenue | 45 days |
| Startup cost to MVP | $16k – $43k |
| Build effort | ~1 quarter |
Million-token context windows made whole-document reasoning possible in one pass. 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 |
|---|---|
| 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 |
| An offshore back office | Cheaper per hour, but does not scale down to the tail |
The data you need lives on paper in a back office; digitisation is half the product.
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