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Document review handled by a retrieval engine, with a human signing rather than writing. 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 74/100 on AltF Ideas, carried by moat (93) and held back by demand (61). Typical pricing is $2.0k–$39k per customer per year, with a first version reachable in about a month for $5.5k–$17k.
Public safety teams lose a 900-page document read by someone billing $300 an hour. 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.
Point a retrieval engine at document review, and let people review output instead of producing it. Revenue is usage-based, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $859M |
|---|---|
| Category growth (CAGR) | 15% |
| Annual contract value | $2.0k – $39k |
| Pricing model | Usage-based |
| Time to first revenue | 35 days |
| Startup cost to MVP | $5.5k – $17k |
| Build effort | ~1 month |
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 offshore back office | Cheaper per hour, but does not scale down to the tail |
| A spreadsheet | The real incumbent in most of the market, and it is free |
| A generalist AI tool | No domain grounding, so output needs full human review |
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