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A retrieval engine that handles risk assessment end to end and hands a human the exceptions rather than the queue. Aimed at security services schedulers, going after the low-value tail everyone else skips.
In short: Risk Scorer Built for Schedulers is a retrieval engine aimed at security services schedulers, covering risk assessment. It scores 74/100 on AltF Ideas, carried by moat (95) and held back by feasibility (40). Typical pricing is $3.9k–$82k per customer per year, with a first version reachable in six to twelve months for $32k–$92k.
Security services teams lose risk scored by whoever is free that afternoon. Nobody owns this process, which is exactly why it keeps breaking. The error rate is tolerated because measuring it would cost more than the errors.
A narrow retrieval engine scoped to risk assessment alone — no platform, no migration, no six-month rollout. Revenue is per-outcome, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $290M |
|---|---|
| Category growth (CAGR) | 14% |
| Annual contract value | $3.9k – $82k |
| Pricing model | Per-outcome |
| Time to first revenue | 80 days |
| Startup cost to MVP | $32k – $92k |
| Build effort | 6-12 months |
Retrieval over private documents became cheap enough to run per query. Security services is growing at roughly 15% 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 internal hire | Works until volume doubles, then breaks again |
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
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