Overview
Accounts
Models
Tools
Exports

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
67,063 Total accounts All time
28,476 Enabled 42.5% of total
17,267 Active period 5 day export
728k Messages Current 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

Rank | Account | Messages
--- | --- | ---
1 | department@example.edu | 4,812
2 | team@example.edu | 3,906
3 | unit@example.edu | 2,804

##
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.