Models
Google
Agentic video understanding on accuracy and cost

GoogleX · Sep 1, 2026 · official

Agentic video understanding on accuracy and cost

Google's scatter plot drew 26.4K views on X: 0.4x its median post and #659 of 1,162 AI chart posts we hold by views. Read Oct 12, 2026.

3.7 Flash is the agentic frontier on accuracy and cost

XData Scatter plot Gemini 3 All Google modelsGemini 3.7 FlashGPT 5.6 SolGPT 5.6 TerraClaude Opus 5.0Grok 4.6

Google: Agentic video understanding on accuracy and cost — Published by Google on X, Sep 1, 2026. Source: x.com

49/ 100

ViralChart score

Small but loved

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

#633 of 1,162 AI chart posts we hold · #16 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 lands in Small but loved: views below the AI chart median, engagement rate at or above it, at #633 of 1,162 AI chart posts.

Its 0.017 views per follower sits at 0.08x the median across posts with known followers, a 9th percentile mark.

At 26.4K views it runs 0.36x Google's 73.2K company median, ranking #15 of 22 Google posts.

The post carries 2 charts, and every chart in the post shares the post's numbers.

0.02views per follower

26.4K views from an account with 1.6M followers.

2charts in this one post

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

0.4xGoogle's median post

26.4K views, where Google's typical post gets 73.2K.

top 28%save rate

0.121% of viewers bookmarked it to come back to. The median post gets 0.076%.

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 #633 of 1,162

Views	26.4K	#659	bottom 43%
Likes	177	#671	bottom 42%
Engagement rate	0.79%	#513	top 44%
Save rate	0.121%	#328	top 28%

Among 22 Google posts

Score #16 of 22

Views	26.4K	#15	bottom 34%
Likes	177	#16	bottom 30%
Engagement rate	0.79%	#8	top 34%
Save rate	0.121%	#6	top 25%

Growth

One read so far

Views26.4K

Age at our read41 days

Views per day of life642views 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 · Sep 1, 2026

Google posts agentic video scatter with 2 charts

A 5-model scatter on agentic video accuracy and cost drew 26.4K views and a 0.79% engagement rate, below the AI chart median for views.

What happened

Google published a scatter plot on agentic video understanding on accuracy and cost on September 1, 2026, with 2 charts including agentic token efficiency and accuracy gains. It was the account's only post that day.

The numbers

It reached 26.4K views, #659 of 1,162 AI chart posts by views and #15 of 22 Google posts. Its score of 49 ranks #633 of 1,162 AI chart posts and #16 of 22 Google posts.

The lesson

With 5 models on a scatter plot, the post drew 26.4K views against a 39.9K median among AI chart posts. Its 0.12% save rate sits under a 0.79% engagement rate, so the chart was read more than kept.

What it means

At #16 of 22 Google posts by score, this scatter trails the account's own chart output. The 26.4K views against a 39.9K AI chart median leave the post below the field on reach.

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

6 points read off this chart

Estimated from the image 52%

Group	Value	Read
GPT 5.6 Sol	80 %	printed
GPT 5.6 Terra	80 %	printed
Claude Opus 5.0	60 %	printed
Grok 4.6	58 %	printed
Gemini 3.7 Flash	87 %	printed
Gemini 3.7 Flash	90 %	printed

Max plan · API

GET https://viral-chart.com/api/posts/e2766144221a.json
GET https://viral-chart.com/api/charts/e2766144221a.json
GET https://viral-chart.com/api/charts/e2766144221a.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 e2766144221a.

See the Max plan API docs

	Path	Returns	Plan
GET	`/api/v1/charts/e2766144221a`	Title, publisher, date, form, point count; with a Max key, the data link	Open
GET	`/api/v1/charts/e2766144221a/data`	Every point with its provenance and confidence, plus the redraw spec. Add ?format=csv for CSV	Max
GET	`/api/v1/charts/e2766144221a/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/e2766144221a/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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