Track every token.
Understand every team.
TokenPane turns AI account activity into company-wide visibility: adoption, token usage, spend, active users, and the teams getting value from AI.
Company AI analytics
Northstar Labs
Estimated spend
$6.4K
Adoption rate
73%
Product
42 active users
GPT-5.4
+31%
Engineering
68 active users
Claude Pro
+18%
Support
18 active users
Codex
Watch
Token spike detected
Engineering usage is 42% above its normal weekday pattern.
Adoption gap
Finance has paid seats but only 24% weekly active usage.
Cost attribution
Model spend is mapped back to teams and active users.
What TokenPane makes visible
The analytics layer your AI rollout needs.
AI tools spread through a company faster than classic SaaS. TokenPane shows who is adopting them, how many tokens they use, where spend lands, and which teams need attention.
Adoption analytics
See active users, team adoption, account activity, and usage momentum across the company.
Token usage by team
Track input tokens, output tokens, total tokens, request volume, and usage changes over time.
Spend attribution
Connect usage and invoices to the teams, accounts, and providers driving AI cost.
Governance signals
Spot inactive paid seats, unusual usage spikes, missing owners, and accounts that need review.
Role-aware analytics
A different pane for every AI question.
Switch from adoption trends to token usage to spend review without rebuilding the same spreadsheet three times.
Company-wide rollout
Know where AI is actually being used.
Operations and leadership teams can see active users, department adoption, usage momentum, and where enablement is needed next.
128
Active AI users
73%
Weekly adoption
8
Teams growing
- Track adoption by team, user group, and provider.
- See which departments are growing or stalling.
- Turn raw account activity into rollout decisions.
How the visibility loop works
From scattered AI accounts to measurable adoption.
TokenPane gives you a clean operating rhythm: connect accounts, map usage to teams, analyze tokens and spend, then act on adoption gaps.
Connect the organization
Create the workspace, add the teams that matter, and bring AI account activity into one view.
Capture usage
Track provider, account, requests, input tokens, output tokens, total tokens, cost, and activity periods.
Read the patterns
Compare adoption, token volume, cost, active users, idle seats, and unusual spikes across teams.
Act with context
Double down on teams getting value, coach teams lagging behind, and clean up spend that does not map to adoption.
Built for accountable adoption
AI visibility without another reporting ritual.
TokenPane keeps the operational surface small: organization-scoped analytics, role-aware workspaces, and usage records designed for reviews instead of guesswork.
Organization-scoped analytics
Teams, members, accounts, usage, tokens, cost, and invoices stay bound to the workspace they belong to.
Role-aware review
Give stakeholders enough visibility to review adoption and spend without handing everyone the same keys.
Reviewable usage history
Last activity, token volume, request counts, estimated cost, and invoice context make AI reviews faster.
Make AI adoption measurable.
Start with a workspace, connect usage signals, and replace the half-trusted spreadsheet with a real analytics pane for tokens, adoption, and spend.