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A narrow retrieval engine scoped to claims & appeals alone — no platform, no migration, no six-month rollout. Aimed at last-mile delivery dispatchers, finding what the inspector would find, first.
In short: Automated Appeal Drafter for Last-mile delivery is a retrieval engine aimed at last-mile delivery dispatchers, covering claims & appeals. It scores 73/100 on AltF Ideas, carried by monetisation (94) and held back by open field (29). Typical pricing is $3.9k–$104k per customer per year, with a first version reachable in about a quarter for $14k–$38k.
Last-mile delivery teams lose denials abandoned because appealing costs more than the claim. 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.
A narrow retrieval engine scoped to claims & appeals alone — no platform, no migration, no six-month rollout. Revenue is per-vehicle, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $1.3B |
|---|---|
| Category growth (CAGR) | 20% |
| Annual contract value | $3.9k – $104k |
| Pricing model | Per-vehicle |
| Time to first revenue | 56 days |
| Startup cost to MVP | $14k – $38k |
| Build effort | ~1 quarter |
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 generalist AI tool | No domain grounding, so output needs full human review |
| An offshore back office | Cheaper per hour, but does not scale down to the tail |
| An internal hire | Works until volume doubles, then breaks again |
The buying cycle is slower than the build, so runway assumptions matter more than code.
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