
GPT-4 model serving costs
Epoch AI's line chart drew 27.7K views on X: 0.4x its typical post and #76 of 97 Epoch AI charts we track by views. Read Oct 10, 2026.
Frontier language models used to grow larger every year. Since the release of GPT-4 in March 2023, they’ve instead been shrinking.
Why it spread
This post spread because it landed on a hot topic that week and benefited from launch timing, reaching 27,724 views, 181 likes, 20 reposts, 6 quotes and 70 saves, well above the account's typical 114 likes.
What worked
- The post text leads with a clear, surprising reversal: frontier language models used to grow larger every year, but since GPT-4 in March 2023 they have been shrinking.
- The chart is a simple line chart with medium design polish and medium self labelling, branded and showing a source line, which made the claim easy to trust and share.
- The post ties the chart to a longer explainer in the same week's Gradient Updates issue, giving readers a reason to save and follow up.
What to borrow
We could pair one of our own charts with a short, plain-language claim about a trend reversing, then link it to a fuller write-up so the chart acts as the hook and the article carries the detail.
Careful
Do not over-read the spread as proof the chart design alone drove it, since the facts point to a hot topic that week and launch timing, and the quote rate being above average does not tell us whether the quotes were positive.
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 "Models on the scale of GPT-4 can't be served as quickly or cheaply as" 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 ccbb654c0ef2.
Approximate values. Our two readings of this chart agreed only in part (confidence 0.34 of 1), so check the original before you quote a number. The API marks it lowConfidence, and ?min_confidence=0.5 leaves it out.
| Path | Returns | Plan | |
|---|---|---|---|
| GET | /api/v1/charts/ccbb654c0ef2 | Title, publisher, date, form, point count; with a Max key, the data link | Open |
| GET | /api/v1/charts/ccbb654c0ef2/data | Every point with its provenance and confidence, plus the redraw spec. Add ?format=csv for CSV | Max |
| GET | /api/v1/charts/ccbb654c0ef2/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/ccbb654c0ef2/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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How far did Epoch AI's "GPT-4 model serving costs" chart travel?
27,724 views, 181 likes, 20 reposts and 70 saves on X, read Oct 10, 2026. A normal post from @EpochAIResearch gets about 68.2K views.
What kind of chart is it?
A line chart. Cost per million tokens rises with tokens per second for model sizes.
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.


