"We pay Anthropic a million dollars a month" is not an answer. Every model call, tool call, and human touchpoint, allocated by department, team, or project, with finance-ready exports that plug into the FinOps tools and ERP systems you already run. No pipeline engineering required.
Waste detectors surface findings with severity, confidence, and monthly dollar impact — like agents repeating the same task three times before finishing: $12.4K/mo, with the fix suggested.
AI is the fastest-growing, least predictable line item in the budget, and one looping agent can burn tens of thousands overnight. When the board asks what it returned, most teams can name the provider totals and nothing else.
of AI leaders say realizing ROI on AI is proving difficult,
a single quarter earlier. (KPMG AI Quarterly Pulse)
FOCUS-compliant data export with split-stream support: usage-only metrics to Cloudability, revenue-only ledger to Apptio TBM. Scheduled delivery to S3 or Snowflake in CSV or Parquet, with manifests.
Allocate AI costs by department, squad, or agent using a real rating engine: the same infrastructure that powers customer billing, applied to internal chargeback, not a spreadsheet macro.
Custom metadata per invoice or line item for clean synchronization with your financial systems: cost centers, GL codes, project codes.
Tool Registry prices the external API calls agents make (credit bureaus, data vendors, SaaS APIs), and human-as-a-tool captures review time: the full cost of the workflow, not just the LLM slice.
Cloud cost tools aggregate spend after the fact, and by the time a FinOps alert fires, the money is already gone. They can say the AI bill hit $200K; they can't say which customers, agents, or features drove it, or prevent the next overrun.
The system of record for AI usage, cost, and unit economics, with controls to enforce economic guardrails in real time.
Attribution and control are where every customer starts. From there the same ledger captures tool and human costs, then connects spend to outcomes — ROI per workflow, forecasting you can stand behind, and usage-based billing for teams selling AI-powered products.
Bring your last AI invoice. We'll show you what it was actually for.