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Epoch AI@EpochAIResearch · Aug 2, 2025 · Scatter plot

GPT-4o scaling projection

Epoch AI's scatter plot drew 67.8K views on X: 1.0x its typical post and #51 of 97 Epoch AI charts we track by views. Read Oct 10, 2026.

How big of a paradigm shift was the rise of reasoning models? We dug into the data and found that at least on some benchmarks, reasoning models were likely as large of an algorithmic advance as the Transformer.

Posted on X by @EpochAIResearch (Epoch AI), Aug 2, 2025. Source: x.com · See its data

Why it spread

This chart post spread because it paired a bold, self-explaining claim about reasoning models being as large an algorithmic advance as the Transformer with strong launch timing, drawing 389 likes, 45 reposts, 9 quotes, 121 savesisant and 67,758 views against the account's typical 114 likes.

What worked

  • The post text explains itself by framing the finding as a direct comparison to the Transformer, so readers grasp the significance without needing to decode the scatter plot.
  • The launch timing rode a live industry conversation about reasoning models, which made the claim feel timely and worth sharing.
  • The chart is highly self-labelling and branded, so the takeaway and source stay clear even when the image travels on its own.

What to borrow

We could take a timely question our audience is already debating and answer it with our own data as a single bold comparison, then label the chart so clearly that it explains itself when shared.

Careful

Do not over-read the spread as proof the finding is settled, since the post itself hedges with likely and at least on some benchmarks, and do not assume the same framing will travel without similar launch timing.

Written by our analysis model from the measured numbers above, not by Epoch AI.

Make it yours

Your numbers, in this line chart.

Starts from the real numbers of "Training GPT-4o on 9x more compute would have yielded o1-high's performance" by Epoch AI. Replace every number with yours before you post. Make one like this, step by step

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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 3b8f2488d5bc.

PathReturnsPlan
GET/api/v1/charts/3b8f2488d5bcTitle, publisher, date, form, point count; with a Max key, the data linkOpen
GET/api/v1/charts/3b8f2488d5bc/dataEvery point with its provenance and confidence, plus the redraw spec. Add ?format=csv for CSVMax
GET/api/v1/charts/3b8f2488d5bc/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/3b8f2488d5bc/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

How far did Epoch AI's "GPT-4o scaling projection" chart travel?

67,758 views, 389 likes, 45 reposts and 121 saves on X, read Oct 10, 2026. A normal post from @EpochAIResearch gets about 68.2K views.

What kind of chart is it?

A scatter plot. Training GPT-4o on more compute yields o1-high performance.

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.