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A retrieval engine that sits beside the existing system, reads what it already produces, and closes risk assessment. Aimed at legal partners, writing down what only one person knows.
In short: Automated Risk Scorer for Legal is a retrieval engine aimed at legal partners, covering risk assessment. It scores 77/100 on AltF Ideas, carried by moat (90) and held back by open field (40). Typical pricing is $14k–$203k per customer per year, with a first version reachable in about a quarter for $16k–$43k.
Legal teams lose risk scored by whoever is free that afternoon. Nobody owns this process, which is exactly why it keeps breaking. Whoever knows how it works becomes a single point of failure.
A retrieval engine that handles risk assessment end to end and hands a human the exceptions rather than the queue. Revenue is managed service, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $1.1B |
|---|---|
| Category growth (CAGR) | 12% |
| Annual contract value | $14k – $203k |
| Pricing model | Managed service |
| Time to first revenue | 69 days |
| Startup cost to MVP | $16k – $43k |
| Build effort | ~1 quarter |
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 |
| An internal hire | Works until volume doubles, then breaks again |
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
Accuracy is unforgiving here — one wrong output costs more than the subscription.
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