Models
Qwen
Total Tokens per $1 TCO vs P90 Interactivity

@SemiAnalysis_X · Sep 1, 2026

Total Tokens per $1 TCO vs P90 Interactivity

@SemiAnalysis_'s scatter plot drew 39.7K views on X: 1.0x @semianalysis_'s median post and #585 of 1,162 AI chart posts we hold by views. Read Oct 12, 2026.

Token efficiency vs interactivity for AI models

XData Scatter plot Qwen3 All Qwen modelsQwen3.5 397BB300MI355X

@SemiAnalysis_: Total Tokens per $1 TCO vs P90 Interactivity — Published by @SemiAnalysis_ on X, Sep 1, 2026. Source: x.com

53/ 100

ViralChart score

Small but loved

Fewer views than the median post but a higher engagement rate: a smaller crowd that acted on it.

#579 of 1,162 AI chart posts we hold · #10 of 24 @semianalysis_ posts. Score = views 40%, likes 30%, engagement rate 15%, save rate 15%, each as a percentile of every AI chart post we hold.

Our read

Small but loved: views below the AI chart median, engagement at or above it, score #579 of 1,162.

Its 2-chart post drew 39.7K views, level with the AI chart median of 39.9K, a flat reach.

Its 0.11% save rate sits above the 0.076% median, ranking #396 of 1,162 AI chart posts.

Its scatter plot drew 1.8x the median views for that type, 39.7K vs 22.4K, with a 0.79% engagement rate.

2charts in this one post

The numbers belong to the post, so every chart in it shares them and it is ranked once.

top 34%save rate

0.106% of viewers bookmarked it to come back to. The median post gets 0.076%.

1.8xthe median scatter plot post

Across 187 scatter plot posts we hold, the median gets 22.4K views.

top 44%engagement rate

0.79% of viewers liked, reposted, quoted or replied. The median post gets 0.73%.

Public X numbers from our read on Oct 12, 2026. Peers: 1,162 AI chart posts we hold and 24 from @semianalysis_.

Where it sits

Reach against resonance

Each dot is a post. Right is more views, up is a higher engagement rate. The lines are the medians, so the four corners are the four kinds of post.

Among 1,162 AI chart posts we hold

Score #579 of 1,162

Views	39.7K	#585	bottom 50%
Likes	279	#589	bottom 49%
Engagement rate	0.79%	#515	top 44%
Save rate	0.106%	#396	top 34%

Among 24 @semianalysis_ posts

Score #10 of 24

Views	39.7K	#13	bottom 48%
Likes	279	#10	top 40%
Engagement rate	0.79%	#5	top 19%
Save rate	0.106%	#12	top 48%

Growth

One read so far

Views39.7K

Age at our read41 days

Views per day of life965views divided by days since it was posted

Dots are our reads. The dotted line from the day it was posted to our first read is a gap, not data.

@semianalysis_'s posts over time

Every post from this account we hold, by date and views. This one is marked; the line is the running median of the last 10.

News · Sep 1, 2026

@SemiAnalysis_ posts token efficiency vs interactivity scatter plot

A 2-chart post on token efficiency vs interactivity for AI models, posted September 1, 2026.

What happened

On September 1, 2026, @SemiAnalysis_ published a scatter plot on token efficiency vs interactivity for AI models, with 2 charts including a second on total tokens vs P90 time. It was the account's only post that day.

The numbers

The post drew 39.7K views, ranking #585 of 1,162 AI chart posts, with a 0.79% engagement rate. Its save rate was 0.11%, above the 0.076% median, ranking #396 of 1,162.

The lesson

A 2-chart scatter plot post drew 1.8x the median views for scatter plots, 39.7K vs 22.4K, while its save rate hit the 66th percentile. Multi-chart posts can hold attention without boosting saves.

What it means

For @SemiAnalysis_, this post ranks #10 of 24, below its own median views of 39.9K, but its save rate outperforms the AI chart median. Scatter plots with 2 charts may underperform in views but still earn saves.

Written by ViralChart from public numbers read on Oct 12, 2026. Every number is checked against our data before it is shown.

Updates: what @semianalysis_ posted next

Data and API

66 points read off this chart

Estimated from the image 30%

Series	Group	Value	Read
2026-08-31	B300 (SGLang)	150 Total Tokens per $1 TCO (tok/$)	estimated
2026-08-31	B300 (SGLang)	145 Total Tokens per $1 TCO (tok/$)	estimated
2026-08-31	B300 (SGLang)	140 Total Tokens per $1 TCO (tok/$)	estimated
2026-08-31	B300 (SGLang)	130 Total Tokens per $1 TCO (tok/$)	estimated
2026-08-31	B300 (SGLang)	120 Total Tokens per $1 TCO (tok/$)	estimated
2026-08-31	B300 (SGLang)	100 Total Tokens per $1 TCO (tok/$)	estimated
2026-08-31	B300 (SGLang)	80 Total Tokens per $1 TCO (tok/$)	estimated
2026-08-31	B300 (SGLang)	70 Total Tokens per $1 TCO (tok/$)	estimated
2026-08-31	B300 (SGLang)	60 Total Tokens per $1 TCO (tok/$)	estimated
2026-08-31	B300 (SGLang)	50 Total Tokens per $1 TCO (tok/$)	estimated
2026-08-31	B300 (SGLang)	40 Total Tokens per $1 TCO (tok/$)	estimated
2026-08-31	B300 (SGLang)	35 Total Tokens per $1 TCO (tok/$)	estimated

Showing 12 of 66. All points, the redraw and the maker

Max plan · API

GET https://viral-chart.com/api/posts/15777e4db0e7.json
GET https://viral-chart.com/api/charts/15777e4db0e7.json
GET https://viral-chart.com/api/charts/15777e4db0e7.skill.md

Make one like this Open the post JSON Chart data JSON Skill file API docs

Static files in this prototype. The post JSON holds the public numbers, ranks, score, quadrant, our reads and, when checked, our copy.

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 15777e4db0e7.

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.

See the Max plan API docs

	Path	Returns	Plan
GET	`/api/v1/charts/15777e4db0e7`	Title, publisher, date, form, point count; with a Max key, the data link	Open
GET	`/api/v1/charts/15777e4db0e7/data`	Every point with its provenance and confidence, plus the redraw spec. Add ?format=csv for CSV	Max
GET	`/api/v1/charts/15777e4db0e7/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

curlMax

curl -s https://viral-chart.com/api/v1/charts/15777e4db0e7/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.