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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 recruiting ops teams, taking the phone queue off a human entirely.
In short: Recruiting Risk Scorer is a retrieval engine aimed at recruiting ops managers, covering risk assessment. It scores 73/100 on AltF Ideas, carried by demand (88) and held back by open field (25). Typical pricing is $1.2k–$23k per customer per year, with a first version reachable in a weekend for $3.0k–$9.0k.
Recruiting teams lose risk scored by whoever is free that afternoon. Nobody owns this process, which is exactly why it keeps breaking. Most operators assume this is simply the cost of doing business.
A retrieval engine that sits beside the existing system, reads what it already produces, and closes risk assessment. Revenue is seat saas, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $372M |
|---|---|
| Category growth (CAGR) | 13% |
| Annual contract value | $1.2k – $23k |
| Pricing model | Seat SaaS |
| Time to first revenue | 44 days |
| Startup cost to MVP | $3.0k – $9.0k |
| 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 |
|---|---|
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
| An internal hire | Works until volume doubles, then breaks again |
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
Every customer wants their own edge cases encoded, so onboarding cost is the real constraint.
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