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A retrieval engine that handles grant & funding tracking end to end and hands a human the exceptions rather than the queue. Aimed at freight brokerage brokers, catching the error before it becomes a change order.
In short: Retrieval Grant Tracker for Freight brokerage is a retrieval engine aimed at freight brokerage brokers, covering grant & funding tracking. It scores 74/100 on AltF Ideas, carried by moat (91) and held back by feasibility (29). Typical pricing is $4.0k–$84k per customer per year, with a first version reachable in six to twelve months for $27k–$78k.
Freight brokerage teams lose reporting deadlines discovered the week they are due. It is the kind of task that is too small to fund and too costly to ignore. Most operators assume this is simply the cost of doing business.
Grant & funding tracking 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 | $993M |
|---|---|
| Category growth (CAGR) | 12% |
| Annual contract value | $4.0k – $84k |
| Pricing model | Per-outcome |
| Time to first revenue | 66 days |
| Startup cost to MVP | $27k – $78k |
| Build effort | 6-12 months |
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 |
Every customer wants their own edge cases encoded, so onboarding cost is the real constraint.
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