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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 logistics dispatchers, at a tenth of what the enterprise suite charges.
In short: Risk Scorer Built for Dispatchers is a retrieval engine aimed at logistics dispatchers, covering risk assessment. It scores 72/100 on AltF Ideas, carried by moat (95) and held back by feasibility (30). Typical pricing is $5.3k–$79k per customer per year, with a first version reachable in six to twelve months for $36k–$119k.
Logistics teams lose risk scored by whoever is free that afternoon. The work sits between two systems that were never designed to talk. The cost is invisible on any P&L line, which is why it never gets fixed.
Point a retrieval engine at risk assessment, and let people review output instead of producing it. Revenue is data subscription, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $1.5B |
|---|---|
| Category growth (CAGR) | 16% |
| Annual contract value | $5.3k – $79k |
| Pricing model | Data subscription |
| Time to first revenue | 70 days |
| Startup cost to MVP | $36k – $119k |
| 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 |
|---|---|
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
| An internal hire | Works until volume doubles, then breaks again |
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
Integrations with the incumbent system of record are undocumented and gatekept.
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