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A retrieval engine that handles proposal writing end to end and hands a human the exceptions rather than the queue. Aimed at legal ops teams, built for one person, not a department.
In short: Proposal Builder for Legal, Run by Retrieval is a retrieval engine aimed at legal ops managers, covering proposal writing. It scores 81/100 on AltF Ideas, carried by moat (96) and held back by timing (66). Typical pricing is $2.6k–$51k per customer per year, with a first version reachable in a weekend for $2.0k–$7.0k.
Legal teams lose proposals rebuilt from scratch that are 80% identical. A typical legal operation runs this on people, memory, and a shared spreadsheet. Most operators assume this is simply the cost of doing business.
Point a retrieval engine at proposal writing, and let people review output instead of producing it. Revenue is usage-based, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $1.8B |
|---|---|
| Category growth (CAGR) | 14% |
| Annual contract value | $2.6k – $51k |
| Pricing model | Usage-based |
| Time to first revenue | 45 days |
| Startup cost to MVP | $2.0k – $7.0k |
| Build effort | Weekend |
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 |
|---|---|
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
| A generalist AI tool | No domain grounding, so output needs full human review |
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
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