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Point a long-context reviewer at document review, and let people review output instead of producing it. Aimed at recruiting recruiters, replacing the spreadsheet that currently holds it together.
In short: Recruiting Document Reviewer on Long context is a long-context reviewer aimed at recruiting recruiters, covering document review. It scores 73/100 on AltF Ideas, carried by demand (93) and held back by open field (42). Typical pricing is $11k–$171k per customer per year, with a first version reachable in six to twelve months for $38k–$101k.
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 cost is invisible on any P&L line, which is why it never gets fixed.
Document review handled by a long-context reviewer, with a human signing rather than writing. Revenue is managed service, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $1.4B |
|---|---|
| Category growth (CAGR) | 17% |
| Annual contract value | $11k – $171k |
| Pricing model | Managed service |
| Time to first revenue | 64 days |
| Startup cost to MVP | $38k – $101k |
| Build effort | 6-12 months |
Million-token context windows made whole-document reasoning possible in one pass. 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 |
|---|---|
| An internal hire | Works until volume doubles, then breaks again |
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
| A spreadsheet | The real incumbent in most of the market, and it is free |
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