A retrieval engine that sits beside the existing system, reads what it already produces, and closes document review. Aimed at legal partners, built for one person, not a department.
In short: Legal Document Reviewer is a retrieval engine aimed at legal partners, covering document review. It scores 71/100 on AltF Ideas, carried by moat (96) and held back by monetisation (52). Typical pricing is $2.5k–$43k per customer per year, with a first version reachable in six to twelve months for $35k–$81k.
Legal teams lose a 900-page document read by someone billing $300 an hour. The work sits between two systems that were never designed to talk. Most operators assume this is simply the cost of doing business.
A retrieval engine that sits beside the existing system, reads what it already produces, and closes document review. Revenue is per-matter, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $758M |
|---|---|
| Category growth (CAGR) | 12% |
| Annual contract value | $2.5k – $43k |
| Pricing model | Per-matter |
| Time to first revenue | 43 days |
| Startup cost to MVP | $35k – $81k |
| Build effort | 6-12 months |
Retrieval over private documents became cheap enough to run per query. Legal 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 spreadsheet | The real incumbent in most of the market, and it is free |
Every customer wants their own edge cases encoded, so onboarding cost is the real constraint.
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