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Point a long-context reviewer at proposal writing, and let people review output instead of producing it. Aimed at agriculture agronomists, built for one person, not a department.
In short: Proposal Builder Built for Agronomists is a long-context reviewer aimed at agriculture agronomists, covering proposal writing. It scores 75/100 on AltF Ideas, carried by moat (93) and held back by feasibility (30). Typical pricing is $11k–$167k per customer per year, with a first version reachable in six to twelve months for $33k–$86k.
Agriculture teams lose proposals rebuilt from scratch that are 80% identical. The work sits between two systems that were never designed to talk. The error rate is tolerated because measuring it would cost more than the errors.
Proposal writing 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 | $619M |
|---|---|
| Category growth (CAGR) | 22% |
| Annual contract value | $11k – $167k |
| Pricing model | Managed service |
| Time to first revenue | 71 days |
| Startup cost to MVP | $33k – $86k |
| 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 |
|---|---|
| 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 |
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
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