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A retrieval engine that handles training & competency end to end and hands a human the exceptions rather than the queue. Aimed at life sciences study leads, replacing the spreadsheet that currently holds it together.
In short: Competency Tracker for Life sciences, Run by Retrieval is a retrieval engine aimed at life sciences study leads, covering training & competency. It scores 82/100 on AltF Ideas, carried by monetisation (96) and held back by feasibility (58). Typical pricing is $6.6k–$140k per customer per year, with a first version reachable in about a quarter for $15k–$43k.
Life sciences teams lose certifications that expire before anyone notices. In most life sciences businesses this job has never had software written for it. The error rate is tolerated because measuring it would cost more than the errors.
A retrieval engine that handles training & competency end to end and hands a human the exceptions rather than the queue. Revenue is per-outcome, 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) | 16% |
| Annual contract value | $6.6k – $140k |
| Pricing model | Per-outcome |
| Time to first revenue | 61 days |
| Startup cost to MVP | $15k – $43k |
| 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 vertical competitor | Priced and scoped for enterprise accounts, not this segment |
| An internal hire | Works until volume doubles, then breaks again |
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
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