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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.

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.

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

Track spend per team against productivity outcomes. Where the ratio is good, double down.
Low adoption signals a missing assistant, missing knowledge, or a champion who needs support.
The ones with no runs in 60 days. Tidy Library, faster discovery for everyone.
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.