Analytics
Turn AI Spend Into a Number You Can Defend
Toktra reconciles provider billing with device-level usage to show what AI actually costs by user, team, and project — then flags waste and substantiates R&D tax-credit claims.
Capabilities
Everything Token Analytics does for you
Cost attribution
Break AI spend down by user, team, department, and project, with business-relevance classification.
Provider reconciliation
Usage pollers reconcile reported spend from OpenAI, Anthropic, Azure OpenAI, and GCP Vertex against device telemetry.
Waste detection
Surface duplicate tools, idle seats, and inefficient usage patterns that quietly inflate the bill.
R&D tax-credit substantiation
Classify R&D vs production AI activity and export evidence for US Section 41 and UK HMRC claims.
Trends and reporting
Track spend and usage trends over time with scheduled, shareable reports.
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