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A retrieval engine that sits beside the existing system, reads what it already produces, and closes risk assessment. Aimed at life sciences study leads, closing the loop while everyone is asleep.
In short: Life sciences Risk Scorer on Retrieval is a retrieval engine aimed at life sciences study leads, covering risk assessment. It scores 75/100 on AltF Ideas, carried by moat (92) and held back by demand (44). Typical pricing is $1.3k–$14k per customer per year, with a first version reachable in about a month for $6.0k–$13k.
Life sciences teams lose risk scored by whoever is free that afternoon. A typical life sciences operation runs this on people, memory, and a shared spreadsheet. It scales linearly with headcount, so growth makes it worse rather than better.
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 | $3.4B |
|---|---|
| Category growth (CAGR) | 20% |
| Annual contract value | $1.3k – $14k |
| Pricing model | Flat SaaS |
| Time to first revenue | 29 days |
| Startup cost to MVP | $6.0k – $13k |
| Build effort | ~1 month |
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 |
| A spreadsheet | The real incumbent in most of the market, and it is free |
The incumbent is a person, and displacing a person is a change-management problem.
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