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A retrieval engine that handles document review end to end and hands a human the exceptions rather than the queue. Aimed at recruiting ops teams, unbundling the one module people actually use.
In short: Automated Document Reviewer for Recruiting is a retrieval engine aimed at recruiting ops managers, covering document review. It scores 72/100 on AltF Ideas, carried by demand (95) and held back by open field (25). Typical pricing is $4.4k–$66k per customer per year, with a first version reachable in six to twelve months for $33k–$90k.
Recruiting teams lose a 900-page document read by someone billing $300 an hour. The work sits between two systems that were never designed to talk. The backlog only surfaces when a customer or an auditor finds it first.
A retrieval engine that sits beside the existing system, reads what it already produces, and closes document review. Revenue is data subscription, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $701M |
|---|---|
| Category growth (CAGR) | 15% |
| Annual contract value | $4.4k – $66k |
| Pricing model | Data subscription |
| Time to first revenue | 66 days |
| Startup cost to MVP | $33k – $90k |
| Build effort | 6-12 months |
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 vertical competitor | Priced and scoped for enterprise accounts, not this segment |
| 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 |
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