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- TCO per million tokens

TCO per million tokens
SemiAnalysis's line chart drew 21.9K views on X: 0.4x its typical post and #33 of 33 SemiAnalysis charts we track by views. Read Oct 10, 2026.
On FP8 Disaggregated Serving, MI355 beats B200 on both raw tok/s/gpu and cost per million tokens. On the image below, u can see that not only does MI355 beat B200, over time the gap between MI355 & B200 widens due to MI355's fast software p
Why it spread
It spread because an independent author with a big source reach posted a clear line chart showing cost per million total tokens over time, and the post claimed MI355 beats B200 on both raw tokens per second per GPU and cost per million tokens, drawing 196 likes, 13 reposts, 6 quotes, 49 saves and 21,893 views.
What worked
- The post pairs a specific competitive claim with a line chart of cost per million total tokens over time, so the visual directly supports the argument.
- The framing is comparative and forward looking, saying the gap widens over time due to fast software progression for fp8, which gives readers a reason to save and revisit it.
- It comes from an independent author with a big source reach, and the quote rate is above average, so the claim travels through discussion rather than only passive views.
What to borrow
We could use the same form by plotting our own cost per million total tokens over time for competing options, then annotate the crossover or widening gap and state plainly which option wins on both raw throughput and cost.
Careful
Do not copy the confident winner claim without our own evidence, and do not over read the engagement as proof the technical claim is correct, since the numbers here describe reach and reaction, not independent verification.
Written by our analysis model from the measured numbers above, not by SemiAnalysis.
Make it yours
Your numbers, in this line chart.
Starts from the real numbers of "TCO $/GPU/Hr: Total Tokens (Owning - Hyperscaler) Over Time at 100 tok/s/user" by SemiAnalysis. 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 13af3f8de0be.
| Path | Returns | Plan | |
|---|---|---|---|
| GET | /api/v1/charts/13af3f8de0be | Title, publisher, date, form, point count; with a Max key, the data link | Open |
| GET | /api/v1/charts/13af3f8de0be/data | Every point with its provenance and confidence, plus the redraw spec. Add ?format=csv for CSV | Max |
| GET | /api/v1/charts/13af3f8de0be/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/13af3f8de0be/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 SemiAnalysis's "TCO per million tokens" chart travel?
21,893 views, 196 likes, 13 reposts and 49 saves on X, read Oct 10, 2026. A normal post from @SemiAnalysis_ gets about 52.2K views.
What kind of chart is it?
A line chart. Cost per million total tokens over time for various models.
Can I use SemiAnalysis's chart?
Use the format, not the picture. The chart, logo and design belong to SemiAnalysis. ViralChart redraws the chart type with your numbers and words, and credits the original publisher.


