A reconciliation engine that handles reconciliation end to end and hands a human the exceptions rather than the queue. Aimed at freight brokerage ops teams, surfacing the exposure nobody has priced.
In short: Reconciler for Freight brokerage, Run by Reconciliation is a reconciliation engine aimed at freight brokerage ops managers, covering reconciliation. It scores 70/100 on AltF Ideas, carried by demand (93) and held back by monetisation (26). Typical pricing is $700–$7.0k per customer per year, with a first version reachable in a weekend for $2.5k–$9.0k.
Freight brokerage teams lose two ledgers that never agree and nobody can say why. The work sits between two systems that were never designed to talk. It scales linearly with headcount, so growth makes it worse rather than better.
A reconciliation engine that sits beside the existing system, reads what it already produces, and closes reconciliation. Revenue is flat saas, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $1.1B |
|---|---|
| Category growth (CAGR) | 10% |
| Annual contract value | $700 – $7.0k |
| Pricing model | Flat SaaS |
| Time to first revenue | 34 days |
| Startup cost to MVP | $2.5k – $9.0k |
| Build effort | Weekend |
Systems that never talked now expose APIs by default. 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 |
|---|---|
| An internal hire | Works until volume doubles, then breaks again |
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
| An offshore back office | Cheaper per hour, but does not scale down to the tail |
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