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A narrow retrieval engine scoped to proposal writing alone — no platform, no migration, no six-month rollout. Aimed at aviation ops teams, proving value before anyone signs anything.
In short: Aviation Proposal Builder is a retrieval engine aimed at aviation ops managers, covering proposal writing. It scores 71/100 on AltF Ideas, carried by moat (97) and held back by demand (34). Typical pricing is $4.5k–$97k per customer per year, with a first version reachable in six to twelve months for $43k–$133k.
Aviation teams lose proposals rebuilt from scratch that are 80% identical. 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.
Proposal writing handled by a retrieval engine, with a human signing rather than writing. Revenue is per-outcome, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $244M |
|---|---|
| Category growth (CAGR) | 12% |
| Annual contract value | $4.5k – $97k |
| Pricing model | Per-outcome |
| Time to first revenue | 67 days |
| Startup cost to MVP | $43k – $133k |
| Build effort | 6-12 months |
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 |
|---|---|
| An internal hire | Works until volume doubles, then breaks again |
| A generalist AI tool | No domain grounding, so output needs full human review |
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
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