TokenOps by Lovie

TokenOps by Lovie is a unit-economics platform for AI companies that need to know what each customer actually costs to serve. It captures usage events from major providers, including Anthropic, OpenAI, and Google, and attributes that spend per customer so teams can see gross margin by account rather than a single blended number. TokenOps automatically reconciles monthly vendor invoices against the tracked usage, helping finance teams confirm that provider billing matches real consumption and catch discrepancies. It also ships an MCP with 30 tools, so AI agents can query finance data — per-customer cost, margin, invoice status — directly rather than through manual reports. The tool is purpose-built for LLM cost attribution rather than general accounting, so its value depends on connecting the specific providers a business uses. Pricing is not published, so evaluating cost means contacting the vendor.

AI companies that need to attribute LLM spend per customer, reconcile provider invoices and report true per-customer gross margin.