A narrow long-context reviewer scoped to proposal writing alone — no platform, no migration, no six-month rollout. Aimed at agriculture co-op managers, taking the phone queue off a human entirely.
In short: Proposal Builder for Agriculture Co-op Managers is a long-context reviewer aimed at agriculture co-op managers, covering proposal writing. It scores 72/100 on AltF Ideas, carried by moat (95) and held back by demand (45). Typical pricing is $4.9k–$104k per customer per year, with a first version reachable in six to twelve months for $34k–$115k.
Agriculture teams lose proposals rebuilt from scratch that are 80% identical. It is the kind of task that is too small to fund and too costly to ignore. It scales linearly with headcount, so growth makes it worse rather than better.
Proposal writing handled by a long-context reviewer, with a human signing rather than writing. Revenue is per-outcome, 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) | 19% |
| Annual contract value | $4.9k – $104k |
| Pricing model | Per-outcome |
| Time to first revenue | 67 days |
| Startup cost to MVP | $34k – $115k |
| Build effort | 6-12 months |
Million-token context windows made whole-document reasoning possible in one pass. Agriculture is growing at roughly 22% 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 spreadsheet | The real incumbent in most of the market, and it is free |
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
Integrations with the incumbent system of record are undocumented and gatekept.
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