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An anomaly detector that handles margin monitoring end to end and hands a human the exceptions rather than the queue. Aimed at childcare program directors, charging only when it actually works.
In short: Childcare Margin Watch is an anomaly detector aimed at childcare program directors, covering margin monitoring. It scores 70/100 on AltF Ideas, carried by monetisation (94) and held back by feasibility (30). Typical pricing is $3.6k–$76k per customer per year, with a first version reachable in six to twelve months for $28k–$89k.
Childcare teams lose discovering a product went underwater a quarter late. It is the kind of task that is too small to fund and too costly to ignore. The backlog only surfaces when a customer or an auditor finds it first.
Margin monitoring handled by an anomaly detector, with a human signing rather than writing. Revenue is per-outcome, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $286M |
|---|---|
| Category growth (CAGR) | 18% |
| Annual contract value | $3.6k – $76k |
| Pricing model | Per-outcome |
| Time to first revenue | 74 days |
| Startup cost to MVP | $28k – $89k |
| Build effort | 6-12 months |
Streaming detection became practical without a dedicated data platform. Childcare is growing at roughly 17% a year, and this job has not been re-tooled since it was designed around paper.
| Who | The gap |
|---|---|
| A generalist AI tool | No domain grounding, so output needs full human review |
| 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 |
The data you need lives on paper in a back office; digitisation is half the product.
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