Now in Early Access — bring accountability to your AI spend.
Toktra

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.

"Our AI tool subscriptions have grown from $200K to $1.2M annually in 18 months. I see the invoices but I cannot attribute these costs to business outcomes, departments, or projects."

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.

Built for these scenarios

Cost AttributionMulti-Provider NormalizationR&D Tax Credit DocumentationAdoption ScorecardsTrend Analysis

Who this is for

CFOs & Finance, IT Administrators

See Token Analytics in action

Get early access to Toktra and start governing AI usage across your organization.