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A retrieval engine that handles risk assessment end to end and hands a human the exceptions rather than the queue. Aimed at healthcare ops teams, starting from data the business already produces.
In short: Automated Risk Scorer for Healthcare is a retrieval engine aimed at healthcare ops managers, covering risk assessment. It scores 75/100 on AltF Ideas, carried by timing (91) and held back by open field (27). Typical pricing is $1.9k–$39k per customer per year, with a first version reachable in about a quarter for $12k–$30k.
Healthcare teams lose risk scored by whoever is free that afternoon. A typical healthcare 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 risk assessment, and let people review output instead of producing it. Revenue is seat saas, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $2.7B |
|---|---|
| Category growth (CAGR) | 19% |
| Annual contract value | $1.9k – $39k |
| Pricing model | Seat SaaS |
| Time to first revenue | 41 days |
| Startup cost to MVP | $12k – $30k |
| Build effort | ~1 quarter |
Retrieval over private documents became cheap enough to run per query. Healthcare is growing at roughly 19% a year, and this job has not been re-tooled since it was designed around paper.
| Who | The gap |
|---|---|
| An offshore back office | Cheaper per hour, but does not scale down to the tail |
| An internal hire | Works until volume doubles, then breaks again |
| A generalist AI tool | No domain grounding, so output needs full human review |
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