Mercor gross revenue is pass-through

Mercor should be read less like a software company with clean SaaS revenue, and more like a labor marketplace where most dollars pass through to workers. When 60% to 70% of spend is paid out to contractors, gross revenue is closer to the total budget a customer routes through Mercor for labeling, evals, and expert review. The real economics sit in the remaining take rate, which funds matching, vetting, workflow software, and profit.1 2 3

• This is the same accounting pattern seen across AI data labeling peers. Handshake AI was framed with contractor payouts included in top line revenue, producing gross margins closer to 25% to 40% for the AI labor layer, versus roughly 80% for Handshake's software style job board business.2
• The operational model is concrete. Mercor finds and vets specialists, sends them tasks from AI labs and tech companies, tracks hours or deliverables, bills the customer, then disburses most of that bill to the contractor. That makes Mercor's gross revenue behave more like payments volume with a marketplace fee embedded inside it.1 4
• That also explains why scale matters. A marketplace moving billions of dollars of contractor work can look huge on gross revenue while keeping much thinner unit economics than a pure software vendor. Mercor's advantage comes from supply depth and workflow efficiency, not from keeping most of each dollar spent.1 3 4

Going forward, the winners in AI labor will be the platforms that convert pass through spend into a thicker software and workflow layer. If Mercor can keep using its contractor base to add benchmarking, eval environments, and enterprise workflow tools, more of each customer dollar can become durable net revenue instead of pure labor throughput.1 3 4