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Risk assessment handled by a retrieval engine, with a human signing rather than writing. Aimed at recruiting agency owners, closing the loop while everyone is asleep.
In short: Retrieval-Powered Risk Scorer for Agency Owners is a retrieval engine aimed at recruiting agency owners, covering risk assessment. It scores 74/100 on AltF Ideas, carried by timing (93) and held back by open field (29). Typical pricing is $1.3k–$25k per customer per year, with a first version reachable in a weekend for $2.0k–$5.0k.
Recruiting teams lose risk scored by whoever is free that afternoon. It is the kind of task that is too small to fund and too costly to ignore. 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 | $700M |
|---|---|
| Category growth (CAGR) | 13% |
| Annual contract value | $1.3k – $25k |
| Pricing model | Seat SaaS |
| Time to first revenue | 34 days |
| Startup cost to MVP | $2.0k – $5.0k |
| Build effort | Weekend |
Retrieval over private documents became cheap enough to run per query. Recruiting is growing at roughly 15% 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 |
| An internal hire | Works until volume doubles, then breaks again |
| An offshore back office | Cheaper per hour, but does not scale down to the tail |
Trust has to be earned before anyone lets this run unsupervised.
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