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A document parser that sits beside the existing system, reads what it already produces, and closes quoting & estimating. Aimed at lending loan officers, replacing the spreadsheet that currently holds it together.
In short: Quote Builder for Lending, Run by Extraction is a document parser aimed at lending loan officers, covering quoting & estimating. It scores 71/100 on AltF Ideas, carried by demand (86) and held back by moat (39). Typical pricing is $5.2k–$110k per customer per year, with a first version reachable in about a month for $4.5k–$12k.
Lending teams lose quotes that take three days and still miss margin. A typical lending operation runs this on people, memory, and a shared spreadsheet. It scales linearly with headcount, so growth makes it worse rather than better.
A narrow document parser scoped to quoting & estimating alone — no platform, no migration, no six-month rollout. Revenue is per-outcome, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $804M |
|---|---|
| Category growth (CAGR) | 12% |
| Annual contract value | $5.2k – $110k |
| Pricing model | Per-outcome |
| Time to first revenue | 69 days |
| Startup cost to MVP | $4.5k – $12k |
| Build effort | ~1 month |
Document parsing stopped needing per-layout templates. 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 |
| 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 |
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