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Point a long-context reviewer at proposal writing, and let people review output instead of producing it. Aimed at recruiting ops teams, replacing the spreadsheet that currently holds it together.
In short: Recruiting Proposal Builder is a long-context reviewer aimed at recruiting ops managers, covering proposal writing. It scores 71/100 on AltF Ideas, carried by monetisation (91) and held back by open field (29). Typical pricing is $2.6k–$52k per customer per year, with a first version reachable in about a month for $4.5k–$11k.
Recruiting teams lose proposals rebuilt from scratch that are 80% identical. A typical recruiting operation runs this on people, memory, and a shared spreadsheet. It scales linearly with headcount, so growth makes it worse rather than better.
A long-context reviewer that sits beside the existing system, reads what it already produces, and closes proposal writing. Revenue is usage-based, 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) | 14% |
| Annual contract value | $2.6k – $52k |
| Pricing model | Usage-based |
| Time to first revenue | 45 days |
| Startup cost to MVP | $4.5k – $11k |
| Build effort | ~1 month |
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 generalist AI tool | No domain grounding, so output needs full human review |
| An offshore back office | Cheaper per hour, but does not scale down to the tail |
The data you need lives on paper in a back office; digitisation is half the product.
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