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Risk assessment handled by a retrieval engine, with a human signing rather than writing. Aimed at life sciences study leads, holding service constant on a smaller team.
In short: Retrieval-Powered Risk Scorer for Study Leads is a retrieval engine aimed at life sciences study leads, covering risk assessment. It scores 73/100 on AltF Ideas, carried by moat (96) and held back by monetisation (30). Typical pricing is $1.2k–$13k per customer per year, with a first version reachable in about a quarter for $12k–$37k.
Life sciences teams lose risk scored by whoever is free that afternoon. In most life sciences businesses this job has never had software written for it. Most operators assume this is simply the cost of doing business.
Point a retrieval engine at risk assessment, and let people review output instead of producing it. Revenue is flat saas, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $842M |
|---|---|
| Category growth (CAGR) | 17% |
| Annual contract value | $1.2k – $13k |
| Pricing model | Flat SaaS |
| Time to first revenue | 37 days |
| Startup cost to MVP | $12k – $37k |
| Build effort | ~1 quarter |
Retrieval over private documents became cheap enough to run per query. Life sciences is growing at roughly 18% a year, and this job has not been re-tooled since it was designed around paper.
| Who | The gap |
|---|---|
| A generalist AI tool | No domain grounding, so output needs full human review |
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
| An internal hire | Works until volume doubles, then breaks again |
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