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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 owner-operators, starting from data the business already produces.
In short: Appeal Drafter for Last-mile delivery, Run by Retrieval is a retrieval engine aimed at last-mile delivery owner-operators, covering claims & appeals. It scores 77/100 on AltF Ideas, carried by demand (96) and held back by open field (26). Typical pricing is $6.4k–$129k per customer per year, with a first version reachable in six to twelve months for $40k–$101k.
Last-mile delivery teams lose denials abandoned because appealing costs more than the claim. It is the kind of task that is too small to fund and too costly to ignore. 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 take-rate, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $773M |
|---|---|
| Category growth (CAGR) | 19% |
| Annual contract value | $6.4k – $129k |
| Pricing model | Take-rate |
| Time to first revenue | 55 days |
| Startup cost to MVP | $40k – $101k |
| 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 |
| 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 |
Integrations with the incumbent system of record are undocumented and gatekept.
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