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A narrow retrieval engine scoped to risk assessment alone — no platform, no migration, no six-month rollout. Aimed at aviation ops teams, holding service constant on a smaller team.
In short: Aviation Risk Scorer on Retrieval is a retrieval engine aimed at aviation ops managers, covering risk assessment. It scores 74/100 on AltF Ideas, carried by moat (95) and held back by demand (55). Typical pricing is $1.1k–$22k per customer per year, with a first version reachable in a weekend for $2.0k–$7.0k.
Aviation teams lose risk scored by whoever is free that afternoon. A typical aviation operation runs this on people, memory, and a shared spreadsheet. Whoever knows how it works becomes a single point of failure.
A retrieval engine that sits beside the existing system, reads what it already produces, and closes risk assessment. Revenue is seat saas, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $463M |
|---|---|
| Category growth (CAGR) | 11% |
| Annual contract value | $1.1k – $22k |
| Pricing model | Seat SaaS |
| Time to first revenue | 43 days |
| Startup cost to MVP | $2.0k – $7.0k |
| Build effort | Weekend |
Retrieval over private documents became cheap enough to run per query. Aviation is growing at roughly 12% a year, and this job has not been re-tooled since it was designed around paper.
| Who | The gap |
|---|---|
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
| A spreadsheet | The real incumbent in most of the market, and it is free |
| An offshore back office | Cheaper per hour, but does not scale down to the tail |
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