operational analytics dashboard / Inspired by operational usage-report dashboards

Institution AI Usage Analytics

CSV or admin exports, product-like operational reporting, KPI-heavy dashboards.

Single file No remote assets Source text embedded
67,063Total accountsAll time
28,476Enabled42.5% of total
17,267Active period5 day export
728kMessagesCurrent window

Account creation trend

Jan
Feb
Mar
Apr

Model share

GPT-4.1
82%
GPT-4o
63%
o3
41%
Other
18%

Account status

  • Enabled 42%
  • Pending 56%
  • Deleted 2%

Top accounts

RankAccountMessages
1department@example.edu4,812
2team@example.edu3,906
3unit@example.edu2,804

Tools usage

Code interpreter
71%
Image generation
56%
Deep research
44%
Connectors
29%

Exports

Embedded source appendix

Narrative, Markdown, and JSON summaries are rendered in the page.

CSV attachment

Tabular data can be materialized with a Blob URL when the user needs a separate file.