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A reconciliation engine that handles reconciliation end to end and hands a human the exceptions rather than the queue. Aimed at freight brokerage dispatchers, going after the low-value tail everyone else skips.
In short: Reconciler Built for Dispatchers is a reconciliation engine aimed at freight brokerage dispatchers, covering reconciliation. It scores 73/100 on AltF Ideas, carried by monetisation (95) and held back by feasibility (40). Typical pricing is $12k–$176k per customer per year, with a first version reachable in six to twelve months for $40k–$110k.
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. Most operators assume this is simply the cost of doing business.
A narrow reconciliation engine scoped to reconciliation alone — no platform, no migration, no six-month rollout. Revenue is managed service, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $920M |
|---|---|
| Category growth (CAGR) | 11% |
| Annual contract value | $12k – $176k |
| Pricing model | Managed service |
| Time to first revenue | 81 days |
| Startup cost to MVP | $40k – $110k |
| Build effort | 6-12 months |
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 |
|---|---|
| A generalist AI tool | No domain grounding, so output needs full human review |
| An internal hire | Works until volume doubles, then breaks again |
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
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