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A narrow anomaly detector scoped to risk assessment alone — no platform, no migration, no six-month rollout. Aimed at hospitality ops teams, replacing the spreadsheet that currently holds it together.
In short: Hospitality Risk Scorer is an anomaly detector aimed at hospitality ops managers, covering risk assessment. It scores 70/100 on AltF Ideas, carried by demand (96) and held back by open field (31). Typical pricing is $4.7k–$100k per customer per year, with a first version reachable in about a quarter for $18k–$46k.
Hospitality teams lose risk scored by whoever is free that afternoon. Nobody owns this process, which is exactly why it keeps breaking. Most operators assume this is simply the cost of doing business.
An anomaly detector that handles risk assessment end to end and hands a human the exceptions rather than the queue. Revenue is per-outcome, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $811M |
|---|---|
| Category growth (CAGR) | 13% |
| Annual contract value | $4.7k – $100k |
| Pricing model | Per-outcome |
| Time to first revenue | 82 days |
| Startup cost to MVP | $18k – $46k |
| Build effort | ~1 quarter |
Streaming detection became practical without a dedicated data platform. Hospitality is growing at roughly 12% 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 |
| A generalist AI tool | No domain grounding, so output needs full human review |
| An internal hire | Works until volume doubles, then breaks again |
Accuracy is unforgiving here — one wrong output costs more than the subscription.
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