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Risk assessment handled by a retrieval engine, with a human signing rather than writing. Aimed at energy asset managers, holding service constant on a smaller team.
In short: Risk Scorer Built for Asset Managers is a retrieval engine aimed at energy asset managers, covering risk assessment. It scores 73/100 on AltF Ideas, carried by moat (96) and held back by demand (32). Typical pricing is $1.4k–$29k per customer per year, with a first version reachable in about a month for $6.5k–$22k.
Energy teams lose risk scored by whoever is free that afternoon. In most energy businesses this job has never had software written for it. 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 seat saas, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $1.4B |
|---|---|
| Category growth (CAGR) | 21% |
| Annual contract value | $1.4k – $29k |
| Pricing model | Seat SaaS |
| Time to first revenue | 52 days |
| Startup cost to MVP | $6.5k – $22k |
| Build effort | ~1 month |
Retrieval over private documents became cheap enough to run per query. Energy is growing at roughly 18% 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 |
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
| An internal hire | Works until volume doubles, then breaks again |
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