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A narrow anomaly detector scoped to demand forecasting alone — no platform, no migration, no six-month rollout. Aimed at public safety ops teams, catching the error before it becomes a change order.
In short: Public safety Demand Forecaster is an anomaly detector aimed at public safety ops managers, covering demand forecasting. It scores 73/100 on AltF Ideas, carried by moat (91) and held back by timing (57). Typical pricing is $1.2k–$24k per customer per year, with a first version reachable in a weekend for $2.0k–$5.0k.
Public safety teams lose next month planned from last month with a gut adjustment. A typical public safety operation runs this on people, memory, and a shared spreadsheet. The error rate is tolerated because measuring it would cost more than the errors.
Demand forecasting handled by an anomaly detector, with a human signing rather than writing. Revenue is seat saas, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $273M |
|---|---|
| Category growth (CAGR) | 11% |
| Annual contract value | $1.2k – $24k |
| Pricing model | Seat SaaS |
| Time to first revenue | 36 days |
| Startup cost to MVP | $2.0k – $5.0k |
| Build effort | Weekend |
Streaming detection became practical without a dedicated data platform. 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 spreadsheet | The real incumbent in most of the market, and it is free |
| An internal hire | Works until volume doubles, then breaks again |
| A generalist AI tool | No domain grounding, so output needs full human review |
The incumbent is a person, and displacing a person is a change-management problem.
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