AI training compute spending
Epoch AI's benchmark bar chart drew 52.9K views on X: 0.8x its typical post and #62 of 97 Epoch AI charts we track by views. Read Oct 10, 2026.
How do AI companies allocate their R&D compute?
Why it spread
This post from @EpochAIResearch spread because it landed on a hot topic that week and drew many quotes, with 184 likes against the account's typical 114, 28 reposts, 12 quotes, 59 saves, and 52,877 views.
What worked
- The chart tackles a hot topic that week, which helped it travel beyond the account's usual audience.
- The framing is a clear question about how AI companies allocate their R&D compute, and the answer that less than 30% of R&D compute spending goes to final training runs is a surprising, quotable claim.
- The post is branded, shows a source line, and uses a benchmark bars form with medium design polish and medium self labelling, which made the finding easy to read and cite.
What to borrow
We could take a question our audience already argues about and answer it with our own benchmark bars, keeping the headline claim short and the source line visible so others can quote it.
Careful
Do not over-read the quote rate or the view count as proof that the chart design alone drove the spread, since the hot topic that week and the many quotes are the stated reasons, and the post has no points or comments recorded.
Written by our analysis model from the measured numbers above, not by Epoch AI.
Make it yours
Your numbers, in this bar chart.
Starts from the real numbers of "Final training runs are a small fraction of R&D compute spending" by Epoch AI. Replace every number with yours before you post. Make one like this, step by step
Free pictures carry a small "Made with ViralChart" line. That line is how other people find us.
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 726fad72f033.
| Path | Returns | Plan | |
|---|---|---|---|
| GET | /api/v1/charts/726fad72f033 | Title, publisher, date, form, point count; with a Max key, the data link | Open |
| GET | /api/v1/charts/726fad72f033/data | Every point with its provenance and confidence, plus the redraw spec. Add ?format=csv for CSV | Max |
| GET | /api/v1/charts/726fad72f033/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 |
curl -s https://viral-chart.com/api/v1/charts/726fad72f033/data \
-H "Authorization: Bearer $VIRALCHART_KEY"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
How far did Epoch AI's "AI training compute spending" chart travel?
52,877 views, 184 likes, 28 reposts and 59 saves on X, read Oct 10, 2026. A normal post from @EpochAIResearch gets about 68.2K views.
What kind of chart is it?
A benchmark bar chart. Training runs are small fraction of R&D compute spending.
Can I use Epoch AI's chart?
Use the format, not the picture. The chart, logo and design belong to Epoch AI. ViralChart redraws the chart type with your numbers and words, and credits the original publisher.