GPT-5 profitability analysis
Epoch AI's waterfall chart drew 56.3K views on X: 0.8x its typical post and #55 of 97 Epoch AI charts we track by views. Read Oct 10, 2026.
Was serving GPT-5 profitable?
Why it spread
It spread because the post paired a clear question about whether serving GPT-5 was profitable with a waterfall chart that explains itself, and it drew 291 likes, 21 reposts, 22 quotes, 103 saves and 56,306 views, with a quote rate in the top quarter and source reach in the top quarter.
What worked
- The post opens with a direct question, then answers it with a tension: gross margins were around 45%, which made inference look profitable, but after operational costs OpenAI likely incurred a loss.
- The waterfall chart is self labelling and explains itself, so viewers could follow the profit to loss story without extra explanation.
- The account is branded and shows a source line, and the post credits named people, which supports trust and gives people a reason to quote it.
What to borrow
We could frame our own chart around one sharp question, show the turning point from a positive figure to a negative one in a self labelling waterfall, and credit our sources so others can quote and share it.
Careful
Do not copy the specific numbers talents or treat the 45% gross margin as our own result, and do not over read the 22 quotes as proof of agreement since quotes can also be critical.
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 "GPT-5 likely was profitable to run, but lost money after operational expenses" 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 bd36a0526a6a.
Approximate values. Our two readings of this chart agreed only in part (confidence 0.30 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/bd36a0526a6a | Title, publisher, date, form, point count; with a Max key, the data link | Open |
| GET | /api/v1/charts/bd36a0526a6a/data | Every point with its provenance and confidence, plus the redraw spec. Add ?format=csv for CSV | Max |
| GET | /api/v1/charts/bd36a0526a6a/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/bd36a0526a6a/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 "GPT-5 profitability analysis" chart travel?
56,306 views, 291 likes, 21 reposts and 103 saves on X, read Oct 10, 2026. A normal post from @EpochAIResearch gets about 68.2K views.
What kind of chart is it?
A waterfall chart. GPT-5 was profitable but lost money after operational expenses.
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.