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Point an anomaly detector at risk assessment, and let people review output instead of producing it. Aimed at mental health clinic admins, finding what the inspector would find, first.
In short: Mental health Risk Scorer is an anomaly detector aimed at mental health clinic admins, covering risk assessment. It scores 74/100 on AltF Ideas, carried by demand (91) and held back by timing (34). Typical pricing is $1.2k–$25k per customer per year, with a first version reachable in a weekend for $2.5k–$7.0k.
Mental health teams lose risk scored by whoever is free that afternoon. 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.
A narrow anomaly detector scoped to risk assessment alone — no platform, no migration, no six-month rollout. Revenue is seat saas, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $1.3B |
|---|---|
| Category growth (CAGR) | 23% |
| Annual contract value | $1.2k – $25k |
| Pricing model | Seat SaaS |
| Time to first revenue | 52 days |
| Startup cost to MVP | $2.5k – $7.0k |
| Build effort | Weekend |
Streaming detection became practical without a dedicated data platform. Mental health is growing at roughly 22% 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 |
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