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Point a retrieval engine at risk assessment, and let people review output instead of producing it. Aimed at logistics ops teams, holding service constant on a smaller team.
In short: Logistics Risk Scorer is a retrieval engine aimed at logistics ops managers, covering risk assessment. It scores 71/100 on AltF Ideas, carried by demand (95) and held back by monetisation (30). Typical pricing is $1.0k–$11k per customer per year, with a first version reachable in six to twelve months for $37k–$130k.
Logistics teams lose risk scored by whoever is free that afternoon. Every logistics team solves this the same way: someone stays late. The cost is invisible on any P&L line, which is why it never gets fixed.
Risk assessment handled by a retrieval engine, with a human signing rather than writing. Revenue is flat saas, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $1.6B |
|---|---|
| Category growth (CAGR) | 12% |
| Annual contract value | $1.0k – $11k |
| Pricing model | Flat SaaS |
| Time to first revenue | 37 days |
| Startup cost to MVP | $37k – $130k |
| Build effort | 6-12 months |
Retrieval over private documents became cheap enough to run per query. Logistics is growing at roughly 15% a year, and this job has not been re-tooled since it was designed around paper.
| Who | The gap |
|---|---|
| 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 |
| A generalist AI tool | No domain grounding, so output needs full human review |
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