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Claims & appeals handled by a retrieval engine, with a human signing rather than writing. Aimed at last-mile delivery ops teams, built for one person, not a department.
In short: Appeal Drafter for Last-mile delivery, Run by Retrieval is a retrieval engine aimed at last-mile delivery ops managers, covering claims & appeals. It scores 75/100 on AltF Ideas, carried by monetisation (97) and held back by feasibility (35). Typical pricing is $5.5k–$110k per customer per year, with a first version reachable in six to twelve months for $34k–$75k.
Last-mile delivery teams lose denials abandoned because appealing costs more than the claim. Nobody owns this process, which is exactly why it keeps breaking. The error rate is tolerated because measuring it would cost more than the errors.
Point a retrieval engine at claims & appeals, and let people review output instead of producing it. Revenue is take-rate, 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) | 22% |
| Annual contract value | $5.5k – $110k |
| Pricing model | Take-rate |
| Time to first revenue | 64 days |
| Startup cost to MVP | $34k – $75k |
| Build effort | 6-12 months |
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 |
|---|---|
| An internal hire | Works until volume doubles, then breaks again |
| An offshore back office | Cheaper per hour, but does not scale down to the tail |
| A generalist AI tool | No domain grounding, so output needs full human review |
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