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A retrieval engine that sits beside the existing system, reads what it already produces, and closes proposal writing. Aimed at food production ops teams, going after the low-value tail everyone else skips.
In short: Food production Proposal Builder on Retrieval is a retrieval engine aimed at food production ops managers, covering proposal writing. It scores 70/100 on AltF Ideas, carried by open field (95) and held back by demand (26). Typical pricing is $3.4k–$73k per customer per year, with a first version reachable in six to twelve months for $34k–$89k.
Food production teams lose proposals rebuilt from scratch that are 80% identical. In most food production businesses this job has never had software written for it. The error rate is tolerated because measuring it would cost more than the errors.
Point a retrieval engine at proposal writing, and let people review output instead of producing it. Revenue is per-outcome, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $317M |
|---|---|
| Category growth (CAGR) | 12% |
| Annual contract value | $3.4k – $73k |
| Pricing model | Per-outcome |
| Time to first revenue | 79 days |
| Startup cost to MVP | $34k – $89k |
| Build effort | 6-12 months |
Retrieval over private documents became cheap enough to run per query. Food production 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 |
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
| 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