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A narrow retrieval engine scoped to risk assessment alone — no platform, no migration, no six-month rollout. Aimed at freight brokerage ops teams, replacing the spreadsheet that currently holds it together.
In short: Freight brokerage Risk Scorer on Retrieval is a retrieval engine aimed at freight brokerage ops managers, covering risk assessment. It scores 74/100 on AltF Ideas, carried by demand (92) and held back by monetisation (51). Typical pricing is $1.0k–$20k per customer per year, with a first version reachable in about a month for $6.0k–$19k.
Freight brokerage teams lose risk scored by whoever is free that afternoon. In most freight brokerage businesses this job has never had software written for it. 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 seat saas, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $556M |
|---|---|
| Category growth (CAGR) | 14% |
| Annual contract value | $1.0k – $20k |
| Pricing model | Seat SaaS |
| Time to first revenue | 41 days |
| Startup cost to MVP | $6.0k – $19k |
| Build effort | ~1 month |
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 |
| An offshore back office | Cheaper per hour, but does not scale down to the tail |
The incumbent is a person, and displacing a person is a change-management problem.
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