Models
OpenAI
Occupation vs. work tokens done with Codex

OpenAIX · Jun 25, 2026 · official

Occupation vs. work tokens done with Codex

OpenAI's table chart drew 1.3M views on X: 8.2x its median post and #90 of 1,162 AI chart posts we hold by views. Read Oct 13, 2026.

Share of output tokens within department

XData Table chart Codex All OpenAI models

OpenAI: Occupation vs. work tokens done with Codex — Published by OpenAI on X, Jun 25, 2026. Source: x.com

80/ 100

ViralChart score

Wide but thin

More views than the median post but a lower engagement rate: many saw it, few acted. Common for big accounts.

#48 of 1,162 AI chart posts we hold · #3 of 74 OpenAI posts. Score = views 40%, likes 30%, engagement rate 15%, save rate 15%, each as a percentile of every AI chart post we hold.

Our read

It sits in the Wide but thin quadrant, at #48 of 1,162 AI chart posts.

Its 1.3M views are 8.2x OpenAI's 162K median, ranking #8 of 74 OpenAI posts by views.

A score of 80 places it #48 of 1,162 AI chart posts and #3 of 74 OpenAI posts.

The post carries 4 charts, and every chart in the post shares the post's numbers.

8.2xOpenAI's median post

1.3M views, where OpenAI's typical post gets 161.5K.

18xthe median table chart post

Across 68 table chart posts we hold, the median gets 73.7K views.

4charts in this one post

The numbers belong to the post, so every chart in it shares them and it is ranked once.

0.24views per follower

1.3M views from an account with 5.4M followers.

Public X numbers from our read on Oct 13, 2026. Peers: 1,162 AI chart posts we hold and 74 from OpenAI.

Where it sits

Reach against resonance

Each dot is a post. Right is more views, up is a higher engagement rate. The lines are the medians, so the four corners are the four kinds of post.

Among 1,162 AI chart posts we hold

Score #48 of 1,162

Views	1.3M	#90	top 8%
Likes	5.4K	#59	top 5%
Engagement rate	0.48%	#862	bottom 26%
Save rate	0.117%	#346	top 30%

Among 74 OpenAI posts

Score #3 of 74

Views	1.3M	#8	top 10%
Likes	5.4K	#7	top 9%
Engagement rate	0.48%	#48	bottom 36%
Save rate	0.117%	#7	top 9%

Growth

Our reads cover 3 days

Views1.3M

Age at our read110 days

Views per day of life12.1Kviews divided by days since it was posted

Gained between our reads+105views over 3 days, about 37 a day now

Dots are our reads. The dotted line from the day it was posted to our first read is a gap, not data.

OpenAI's posts over time

Every post from this account we hold, by date and views. This one is marked; the line is the running median of the last 10.

News · Jun 25, 2026

OpenAI posts Codex occupation token table

A 4-chart OpenAI post on June 25, 2026 drew 1.3M views and a 0.48% engagement rate.

What happened

OpenAI published a table chart on June 25, 2026 covering occupation versus work tokens done with Codex. The post carried 4 charts, including Developer App Usage Growth and Non-developer active users growth, and it was the account's only post that day.

The numbers

It reached 1.3M views, #90 of 1,162 AI chart posts, against a 39.9K median among AI chart posts. Its score of 80 ranks #48 of 1,162 AI chart posts and #3 of 74 OpenAI posts.

The lesson

At 4 charts, this post shares one set of numbers across every chart. Its 0.12% save rate sits against a 0.48% engagement rate, so the table chart drew views without matching saves.

What it means

At #3 of 74 OpenAI posts by score, this is the account's strongest chart post in the set, yet its 0.48% engagement rate sits below the AI chart median. The 8.2x lead over OpenAI's 162K median views came with a thin engagement rate.

Written by ViralChart from public numbers read on Oct 13, 2026. Every number is checked against our data before it is shown.

Updates: what OpenAI posted next

Data and API

25 points read off this chart

Estimated from the image 97%

Series	Group	Value	Read
Engineering / Coding	Engineering	72 %	printed
Data Analysis	Engineering	4 %	printed
Financial Analysis	Engineering	1 %	printed
Knowledge Work	Engineering	18 %	printed
Other	Engineering	5 %	printed
Engineering / Coding	Data Science / Research	51 %	printed
Data Analysis	Data Science / Research	10 %	printed
Financial Analysis	Data Science / Research	0 %	printed
Knowledge Work	Data Science / Research	30 %	printed
Other	Data Science / Research	9 %	printed
Engineering / Coding	Finance / Biz Ops	31 %	printed
Data Analysis	Finance / Biz Ops	9 %	printed

Showing 12 of 25. All points, the redraw and the maker

Max plan · API

GET https://viral-chart.com/api/posts/c14c5590d9e7.json
GET https://viral-chart.com/api/charts/c14c5590d9e7.json
GET https://viral-chart.com/api/charts/c14c5590d9e7.skill.md

Make one like this Open the post JSON Chart data JSON Skill file API docs

Static files in this prototype. The post JSON holds the public numbers, ranks, score, quadrant, our reads and, when checked, our copy.

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 c14c5590d9e7.

See the Max plan API docs

	Path	Returns	Plan
GET	`/api/v1/charts/c14c5590d9e7`	Title, publisher, date, form, point count; with a Max key, the data link	Open
GET	`/api/v1/charts/c14c5590d9e7/data`	Every point with its provenance and confidence, plus the redraw spec. Add ?format=csv for CSV	Max
GET	`/api/v1/charts/c14c5590d9e7/render?view=1`	The draw-only view this page uses	Open
POST	`/mcp`	Tool get_chart_data with this id, for Claude, Cursor and other agents	Max

curlMax

curl -s https://viral-chart.com/api/v1/charts/c14c5590d9e7/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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Questions people ask

Where does this chart come from?

OpenAI published it on Jun 25, 2026 on X (x.com). We keep it here, with the publisher and date credited as text, so you can study it without leaving.

Can I make a chart like this?

Use the format, not the picture. Open its data page and use Make one like this: it starts from this chart's numbers and takes yours.