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Point a long-context reviewer at proposal writing, and let people review output instead of producing it. Aimed at public safety department heads, replacing the spreadsheet that currently holds it together.
In short: Long context Proposal Builder for Public safety is a long-context reviewer aimed at public safety department heads, covering proposal writing. It scores 76/100 on AltF Ideas, carried by timing (94) and held back by feasibility (29). Typical pricing is $11k–$158k per customer per year, with a first version reachable in six to twelve months for $41k–$128k.
Public safety teams lose proposals rebuilt from scratch that are 80% identical. Nobody owns this process, which is exactly why it keeps breaking. The backlog only surfaces when a customer or an auditor finds it first.
A narrow long-context reviewer 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 | $731M |
|---|---|
| Category growth (CAGR) | 14% |
| Annual contract value | $11k – $158k |
| Pricing model | Managed service |
| Time to first revenue | 80 days |
| Startup cost to MVP | $41k – $128k |
| Build effort | 6-12 months |
Million-token context windows made whole-document reasoning possible in one pass. 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 |
|---|---|
| A generalist AI tool | No domain grounding, so output needs full human review |
| An internal hire | Works until volume doubles, then breaks again |
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
The data you need lives on paper in a back office; digitisation is half the product.
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