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A retrieval engine that sits beside the existing system, reads what it already produces, and closes risk assessment. Aimed at events ops teams, going after the low-value tail everyone else skips.
In short: Events Risk Scorer is a retrieval engine aimed at events ops managers, covering risk assessment. It scores 73/100 on AltF Ideas, carried by timing (94) and held back by open field (50). Typical pricing is $2.4k–$48k per customer per year, with a first version reachable in about a month for $5.0k–$12k.
Events teams lose risk scored by whoever is free that afternoon. Every events team solves this the same way: someone stays late. Most operators assume this is simply the cost of doing business.
A retrieval engine that sits beside the existing system, reads what it already produces, and closes risk assessment. Revenue is usage-based, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $481M |
|---|---|
| Category growth (CAGR) | 15% |
| Annual contract value | $2.4k – $48k |
| Pricing model | Usage-based |
| Time to first revenue | 46 days |
| Startup cost to MVP | $5.0k – $12k |
| Build effort | ~1 month |
Retrieval over private documents became cheap enough to run per query. Events is growing at roughly 16% 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 |
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
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