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A retrieval engine that handles proposal writing end to end and hands a human the exceptions rather than the queue. Aimed at last-mile delivery owner-operators, at a tenth of what the enterprise suite charges.
In short: Retrieval Proposal Builder for Last-mile delivery is a retrieval engine aimed at last-mile delivery owner-operators, covering proposal writing. It scores 78/100 on AltF Ideas, carried by demand (95) and held back by open field (23). Typical pricing is $1.1k–$21k per customer per year, with a first version reachable in about a month for $5.5k–$18k.
Last-mile delivery teams lose proposals rebuilt from scratch that are 80% identical. 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.
Point a retrieval engine at proposal writing, and let people review output instead of producing it. Revenue is seat saas, 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 | $1.1k – $21k |
| Pricing model | Seat SaaS |
| Time to first revenue | 38 days |
| Startup cost to MVP | $5.5k – $18k |
| Build effort | ~1 month |
Retrieval over private documents became cheap enough to run per query. Last-mile delivery is growing at roughly 21% a year, and this job has not been re-tooled since it was designed around paper.
| Who | The gap |
|---|---|
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
| An offshore back office | Cheaper per hour, but does not scale down to the tail |
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
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