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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, finding what the inspector would find, first.
In short: Freight brokerage Risk Scorer on Retrieval is a retrieval engine aimed at freight brokerage dispatchers, covering risk assessment. It scores 72/100 on AltF Ideas, carried by moat (87) and held back by feasibility (56). Typical pricing is $4.5k–$96k per customer per year, with a first version reachable in about a quarter for $13k–$36k.
Freight brokerage teams lose risk scored by whoever is free that afternoon. A typical freight brokerage operation runs this on people, memory, and a shared spreadsheet. 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 per-outcome, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $988M |
|---|---|
| Category growth (CAGR) | 13% |
| Annual contract value | $4.5k – $96k |
| Pricing model | Per-outcome |
| Time to first revenue | 60 days |
| Startup cost to MVP | $13k – $36k |
| 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 vertical competitor | Priced and scoped for enterprise accounts, not this segment |
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