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A retrieval engine that sits beside the existing system, reads what it already produces, and closes proposal writing. Aimed at public safety ops teams, catching the error before it becomes a change order.
In short: Proposal Builder for Public safety, Run by Retrieval is a retrieval engine aimed at public safety ops managers, covering proposal writing. It scores 73/100 on AltF Ideas, carried by open field (86) and held back by demand (57). Typical pricing is $8.9k–$134k per customer per year, with a first version reachable in about a quarter for $15k–$34k.
Public safety teams lose proposals rebuilt from scratch that are 80% identical. Every public safety team solves this the same way: someone stays late. The cost is invisible on any P&L line, which is why it never gets fixed.
A narrow retrieval engine scoped to proposal writing alone — no platform, no migration, no six-month rollout. Revenue is managed service, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $621M |
|---|---|
| Category growth (CAGR) | 12% |
| Annual contract value | $8.9k – $134k |
| Pricing model | Managed service |
| Time to first revenue | 69 days |
| Startup cost to MVP | $15k – $34k |
| Build effort | ~1 quarter |
Retrieval over private documents became cheap enough to run per query. Public safety is growing at roughly 14% 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 |
| An offshore back office | Cheaper per hour, but does not scale down to the tail |
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
Every customer wants their own edge cases encoded, so onboarding cost is the real constraint.
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