Models
Google
Speed & Cost Efficiency

GoogleX · Mar 3, 2026 · official

Speed & Cost Efficiency

Google's grouped bar chart drew 88.7K views on X: 1.2x its median post and #408 of 1,162 AI chart posts we hold by views. Read Oct 12, 2026.

Speed and cost efficiency comparison for AI models

XData Grouped bar chart Gemini 2 All Google models Gemini 2.5 FlashGemini 3.1 Flash-LiteGemini 2.5 Flash-LiteGPT-5 miniClaude 4.5 HaikuGrok 4.1 Fast

Google: Speed & Cost Efficiency — Published by Google on X, Mar 3, 2026. Source: x.com

60/ 100

ViralChart score

Reached and resonated

More views and a higher engagement rate than the median post: it travelled and people acted on it.

#446 of 1,162 AI chart posts we hold · #7 of 22 Google 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

The post sits in the Reached and resonated quadrant at #446 of 1,162 AI chart posts.

Its 0.057 views per follower sits at 0.28x the median across posts with known followers, the 28th percentile.

At #446 of 1,162 AI chart posts, the score of 60 lands above the median rank.

Saves came in at 0.068%, 0.89x the AI chart median of 0.076%, the 44th percentile.

0.06views per follower

88.7K views from an account with 1.6M followers.

1.2xGoogle's median post

88.7K views, where Google's typical post gets 73.2K.

bottom 44%save rate

0.068% of viewers bookmarked it to come back to. The median post gets 0.076%.

top 47%engagement rate

0.77% 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 22 from Google.

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 #446 of 1,162

Views	88.7K	#408	top 35%
Likes	604	#392	top 34%
Engagement rate	0.77%	#546	top 47%
Save rate	0.068%	#646	bottom 44%

Among 22 Google posts

Score #7 of 22

Views	88.7K	#9	top 39%
Likes	604	#6	top 25%
Engagement rate	0.77%	#10	top 43%
Save rate	0.068%	#10	top 43%

Growth

One read so far

Views88.7K

Age at our read223 days

Views per day of life397views 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.

Google'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 · Mar 3, 2026

Google posts speed and cost efficiency chart for AI models

A grouped bar chart from Google on March 3, 2026 drew 88.7K views and a 0.77% engagement rate.

What happened

Google published a grouped bar chart on speed and cost efficiency for AI models on March 3, 2026. It was the account's only post that day.

The numbers

The post reached 88.7K views, #408 of 1,162 AI chart posts, against a median of 39.9K. Its score of 60 ranks #446 of 1,162 AI chart posts and #7 of 22 Google posts.

The lesson

The chart shows output speed values from 71 to 363 across 6 models, and the post drew 604 likes at a 0.77% engagement rate. A 6-model grouped bar chart at 0.068% saves, below the 0.076% AI median, is a comparison readers scrolled past rather than kept.

What it means

At #7 of 22 Google posts, this chart sits near the top of the account's own output while its 0.057 views per follower trails the 0.20 median. The 0.28x gap to that median is where the reach sits.

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

Updates: what Google posted next

Data and API

29 points read off this chart

Estimated from the image 57%

Series	Group	Value	Read
Output speed	Gemini 3.1 Flash-Lite	363 mixed	printed
Output speed	Gemini 2.5 Flash (Dynamic)	249 mixed	printed
Output speed	GPT-5 mini (High)	71 mixed	printed
Output speed	Claude 4.5 Haiku (Extended thinking)	108 mixed	printed
Output speed	Grok 4.1 Fast (Reasoning)	145 mixed	printed
Input	Gemini 3.1 Flash-Lite	0.25 mixed	printed
Output	Gemini 3.1 Flash-Lite	1.5 mixed	printed
Input	Gemini 2.5 Flash (Dynamic)	0.3 mixed	printed
Output	Gemini 2.5 Flash (Dynamic)	2.5 mixed	printed
Input	Gemini 2.5 Flash-Lite (Dynamic)	0.1 mixed	printed
Output	Gemini 2.5 Flash-Lite (Dynamic)	0.4 mixed	printed
Input	GPT-5 mini (High)	0.25 mixed	printed

Showing 12 of 29. All points, the redraw and the maker

Max plan · API

GET https://viral-chart.com/api/posts/1cf2d398725e.json
GET https://viral-chart.com/api/charts/1cf2d398725e.json
GET https://viral-chart.com/api/charts/1cf2d398725e.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 1cf2d398725e.

See the Max plan API docs

	Path	Returns	Plan
GET	`/api/v1/charts/1cf2d398725e`	Title, publisher, date, form, point count; with a Max key, the data link	Open
GET	`/api/v1/charts/1cf2d398725e/data`	Every point with its provenance and confidence, plus the redraw spec. Add ?format=csv for CSV	Max
GET	`/api/v1/charts/1cf2d398725e/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/1cf2d398725e/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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