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Point a retrieval engine at claims & appeals, and let people review output instead of producing it. Aimed at security services schedulers, surfacing the exposure nobody has priced.
In short: Automated Appeal Drafter for Security services is a retrieval engine aimed at security services schedulers, covering claims & appeals. It scores 72/100 on AltF Ideas, carried by moat (94) and held back by demand (25). Typical pricing is $1.8k–$36k per customer per year, with a first version reachable in a weekend for $2.0k–$5.0k.
Security services 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 error rate is tolerated because measuring it would cost more than the errors.
A retrieval engine that handles claims & appeals end to end and hands a human the exceptions rather than the queue. Revenue is usage-based, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $372M |
|---|---|
| Category growth (CAGR) | 17% |
| Annual contract value | $1.8k – $36k |
| Pricing model | Usage-based |
| Time to first revenue | 48 days |
| Startup cost to MVP | $2.0k – $5.0k |
| Build effort | Weekend |
Retrieval over private documents became cheap enough to run per query. Security services 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 |
| A generalist AI tool | No domain grounding, so output needs full human review |
| A spreadsheet | The real incumbent in most of the market, and it is free |
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