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A retrieval engine that sits beside the existing system, reads what it already produces, and closes risk assessment. Aimed at freight brokerage dispatchers, charging only when it actually works.
In short: Retrieval-Powered Risk Scorer for Dispatchers is a retrieval engine aimed at freight brokerage dispatchers, covering risk assessment. It scores 78/100 on AltF Ideas, carried by timing (92) and held back by feasibility (58). Typical pricing is $3.3k–$88k per customer per year, with a first version reachable in about a quarter for $13k–$39k.
Freight brokerage teams lose risk scored by whoever is free that afternoon. Nobody owns this process, which is exactly why it keeps breaking. Whoever knows how it works becomes a single point of failure.
Risk assessment handled by a retrieval engine, with a human signing rather than writing. Revenue is per-vehicle, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $612M |
|---|---|
| Category growth (CAGR) | 10% |
| Annual contract value | $3.3k – $88k |
| Pricing model | Per-vehicle |
| Time to first revenue | 77 days |
| Startup cost to MVP | $13k – $39k |
| Build effort | ~1 quarter |
Retrieval over private documents became cheap enough to run per query. Freight brokerage is growing at roughly 13% 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 |
| 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 |
Trust has to be earned before anyone lets this run unsupervised.
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