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A document parser that handles expense review end to end and hands a human the exceptions rather than the queue. Aimed at solar owner-operators, writing down what only one person knows.
In short: Extraction Expense Reviewer for Solar is a document parser aimed at solar owner-operators, covering expense review. It scores 72/100 on AltF Ideas, carried by monetisation (95) and held back by moat (51). Typical pricing is $9.1k–$137k per customer per year, with a first version reachable in about a quarter for $18k–$50k.
Solar teams lose expenses approved without anyone actually reading them. It is the kind of task that is too small to fund and too costly to ignore. It scales linearly with headcount, so growth makes it worse rather than better.
A document parser that sits beside the existing system, reads what it already produces, and closes expense review. Revenue is managed service, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $971M |
|---|---|
| Category growth (CAGR) | 24% |
| Annual contract value | $9.1k – $137k |
| Pricing model | Managed service |
| Time to first revenue | 78 days |
| Startup cost to MVP | $18k – $50k |
| Build effort | ~1 quarter |
Document parsing stopped needing per-layout templates. 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 |
|---|---|
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
| 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 |
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