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A narrow retrieval engine scoped to document review alone — no platform, no migration, no six-month rollout. Aimed at public safety ops teams, going after the low-value tail everyone else skips.
In short: Public safety Document Reviewer on Retrieval is a retrieval engine aimed at public safety ops managers, covering document review. It scores 80/100 on AltF Ideas, carried by moat (97) and held back by feasibility (60). Typical pricing is $3.6k–$76k per customer per year, with a first version reachable in about a quarter for $12k–$36k.
Public safety teams lose a 900-page document read by someone billing $300 an hour. Every public safety team solves this the same way: someone stays late. Most operators assume this is simply the cost of doing business.
Point a retrieval engine at document review, and let people review output instead of producing it. Revenue is per-outcome, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $530M |
|---|---|
| Category growth (CAGR) | 11% |
| Annual contract value | $3.6k – $76k |
| Pricing model | Per-outcome |
| Time to first revenue | 62 days |
| Startup cost to MVP | $12k – $36k |
| 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 |
|---|---|
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
| An internal hire | Works until volume doubles, then breaks again |
| A spreadsheet | The real incumbent in most of the market, and it is free |
Accuracy is unforgiving here — one wrong output costs more than the subscription.
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