Analytics is how you turn AI usage into decisions. PANTA OS surfaces the metrics you need to spot what’s working, where to invest, and what to retire.Documentation Index
Fetch the complete documentation index at: https://help.pantaos.com/llms.txt
Use this file to discover all available pages before exploring further.
What you see
Active users
Daily, weekly, monthly. With trends and team breakdowns.
Top assistants
Most-used assistants and workflows by run count and unique users.
Token spend
By team, by user, by assistant — and how it tracks against budget.
Adoption funnel
Invited → signed in → ran first assistant → became a regular.
Outcomes
Workflow completions, Community engagement, favorited content.
Cost per run
Average and median spend per workflow execution.
Useful questions analytics answers
Are we getting our money's worth?
Are we getting our money's worth?
Track spend per team against productivity outcomes. Where the ratio is good, double down.
Which teams need help?
Which teams need help?
Low adoption signals a missing assistant, missing knowledge, or a champion who needs support.
Which assistants to kill?
Which assistants to kill?
The ones with no runs in 60 days. Tidy Library, faster discovery for everyone.
What's our peak load?
What's our peak load?
Plan budgets around your real peak, not your monthly average.
Privacy in analytics
Analytics shows aggregate metrics by default. Drilling into individual users’ content is governed by role and audit policy — most admins never need to.
Exporting
CSV export
Take metrics into your BI tool of choice.
Scheduled reports
Weekly or monthly summary emails to leadership.
API access
Pull metrics programmatically for custom dashboards.
Share read-only views
Give finance or HR a curated view without admin access.
