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A retrieval engine that sits beside the existing system, reads what it already produces, and closes training & competency. Aimed at public safety compliance leads, built for one person, not a department.
In short: Public safety Competency Tracker on Retrieval is a retrieval engine aimed at public safety compliance leads, covering training & competency. It scores 70/100 on AltF Ideas, carried by open field (97) and held back by monetisation (37). Typical pricing is $1.1k–$21k per customer per year, with a first version reachable in about a quarter for $18k–$45k.
Public safety teams lose certifications that expire before anyone notices. The work sits between two systems that were never designed to talk. The cost is invisible on any P&L line, which is why it never gets fixed.
A retrieval engine that sits beside the existing system, reads what it already produces, and closes training & competency. Revenue is seat saas, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $562M |
|---|---|
| Category growth (CAGR) | 12% |
| Annual contract value | $1.1k – $21k |
| Pricing model | Seat SaaS |
| Time to first revenue | 33 days |
| Startup cost to MVP | $18k – $45k |
| 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 |
|---|---|
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
| An internal hire | Works until volume doubles, then breaks again |
| 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