1. Chart data
  2. OpenAI
  3. Change in combined output tokens by department since Novembe
OpenAILine chart · 20 points · Codex

Change in combined output tokens by department since November 2025

The numbers behind a chart OpenAI published, redrawn natively. Check the original, study the data, then make your own.

Estimated from the image 58%All OpenAI modelsAll chart data
Chart by OpenAI. Source: x.com

Our replica

Look-alike score 5.7 of 10
The original, OpenAI
Our replica. Look-alike score 5.7 of 10Swipe sideways to read the labels.

Drawn by us in your browser from the numbers below, in the same layout, palette and label style as the original. Values marked with ~ in the table are estimates. A replica needs 7 of 10 from our judges to be shown.

The numbers

First 10 of 20 points are free
GroupSeriesValue (x)SourceConf.
Nov 2025Research~1Estimate0.80
Jan 2026Research~1Estimate0.30
Mar 2026Research~5Estimate0.30
May 2026Research~25Estimate0.80
Jun 2026Research53Estimate0.97
Nov 2025Engineering~1Estimate0.80
Jan 2026Engineering~1Estimate0.30
Mar 2026Engineering~4Estimate0.30
May 2026Engineering~20Estimate0.30
Jun 2026Engineering26Estimate0.97

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See all 20 points and download the files

The full table, the JSON, a CSV and the agent skill file for this chart. These are Max in the plan; while this is a prototype your email unlocks them.

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Nov 2025Customer Support~1Estimate0.80
Jan 2026Customer Support~1Estimate0.30
Mar 2026Customer Support~3Estimate0.30
May 2026Customer Support~18Estimate0.30
Jun 2026Customer Support32Estimate0.97
Nov 2025Legal~1Estimate0.80
Jan 2026Legal~1Estimate0.30
Mar 2026Legal~2Estimate0.30
May 2026Legal~8Estimate0.80
Jun 2026Legal12Estimate0.97
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JSONAgent skill file

API · Max

Use this chart via API

On the Max plan you can pull this chart's numbers with the provenance of each one, as JSON or CSV, with its redraw spec, or call it from an agent over MCP. Chart id 0f53029f3604.

See the Max planAPI docs
PathReturnsPlan
GET/api/v1/charts/0f53029f3604Title, publisher, date, form, point count; with a Max key, the data linkOpen
GET/api/v1/charts/0f53029f3604/dataEvery point with its provenance and confidence, plus the redraw spec. Add ?format=csv for CSVMax
GET/api/v1/charts/0f53029f3604/render?view=1The draw-only view this page usesOpen
POST/mcpTool get_chart_data with this id, for Claude, Cursor and other agentsMax
curlMax
curl -s https://viral-chart.com/api/v1/charts/0f53029f3604/data \
  -H "Authorization: Bearer $VIRALCHART_KEY"
Claude CodeMax
claude mcp add --transport http viralchart https://viral-chart.com/mcp \
  --header "Authorization: Bearer $VIRALCHART_KEY"

60 requests a minute per key; over that you get 429 with Retry-After. Up to 5 keys per account, made on your account page and shown once. Without Max, the data route answers 402 with a link to the plans. The numbers describe a chart its publisher owns, and every file carries a license note.

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More data from OpenAI

All chart data
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Questions people ask

How accurate are these numbers?

They are estimated from the image by two independent passes, with confidence 0.58 on a 0 to 1 scale. Printed numbers read well; values read off an axis can be a few percent off.

Can I reuse this data?

The numbers describe a chart that OpenAI published. The image, layout and styling belong to them. Use the numbers with a credit to the publisher, and make your picture from your own data.

How do I get the file?

The JSON, CSV and agent skill file are under the email gate on this page. In this prototype they are static files at /api/charts/0f53029f3604.json and /api/charts/0f53029f3604.skill.md.