Models
Anthropic
EnterpriseOps-Gym-AA score vs. Cost per Task

@ArtificialAnlysX · Jul 9, 2026

EnterpriseOps-Gym-AA score vs. Cost per Task

@ArtificialAnlys's scatter plot drew 3.7K views on X: 0.3x @artificialanlys's median post and #1,005 of 1,162 AI chart posts we hold by views. Read Oct 12, 2026.

EnterpriseOps-Gym-AA score vs. cost per task

XData Scatter plot Claude Fable 5 All Anthropic modelsClaude Fable 5 (with fallback)Gemini 3.5 FlashClaude Opus 4.8Qwen3.7 MaxClaude Sonnet 5 (max)GLM-5.2 (max)Gemini 3.1 Pro PreviewGPT-5.5 (xhigh)

16/ 100

ViralChart score

Quiet

Fewer views and a lower engagement rate than the median post.

#1,101 of 1,162 AI chart posts we hold · #446 of 491 @artificialanlys 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

It sits in the Quiet quadrant, at #1,101 of 1,162 AI chart posts by score.

Its score of 16 lands at #1,101 of 1,162 AI chart posts.

The post sits at #6 of 7 by views among the account's posts that day.

At 3.7K views it runs 0.32x the company median of 11.4K.

7posts from @artificialanlys that day

Part of a run of 7 posts on Jul 9, 2026. This one was #6 of 7 by views that day.

0.2xthe median scatter plot post

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

0.3x@artificialanlys's median post

3.7K views, where @artificialanlys's typical post gets 11.4K.

bottom 24%engagement rate

0.46% 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 491 from @artificialanlys.

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 #1,101 of 1,162

Views	3.7K	#1,005	bottom 14%
Likes	13	#1,082	bottom 7%
Engagement rate	0.46%	#880	bottom 24%
Save rate	0.054%	#769	bottom 34%

Among 491 @artificialanlys posts

Score #446 of 491

Views	3.7K	#377	bottom 23%
Likes	13	#427	bottom 12%
Engagement rate	0.46%	#396	bottom 19%
Save rate	0.054%	#315	bottom 36%

Growth

One read so far

Views3.7K

Age at our read95 days

Views per day of life39views 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.

@artificialanlys'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 · Jul 9, 2026

@ArtificialAnlys scatter plots EnterpriseOps-Gym-AA score against cost per task

A 20-model scatter plot posted July 9, 2026 drew 3.7K views and a 0.46% engagement rate.

What happened

@ArtificialAnlys posted a scatter plot of EnterpriseOps-Gym-AA score against cost per task on July 9, 2026. It was one of 7 posts from the account that day, alongside 6 others including AA-Briefcase Elo vs. Cost per Task at 1.4M views.

The numbers

The post reached 3.7K views, ranking #1,005 of 1,162 AI chart posts by views and #377 of 491 @ArtificialAnlys posts. Its score of 16 ranks #1,101 of 1,162 AI chart posts and #446 of 491 @ArtificialAnlys posts.

The lesson

A 20-model scatter plot drew a 0.054% save rate against a 0.46% engagement rate. The chart type and model count did not hold saves at the rate the engagement rate implies.

What it means

At #446 of 491 @ArtificialAnlys posts by score, this chart sits near the bottom of the account's own output. The 0.32x gap to the company median of 11.4K views is the measured distance for this publisher's chart posts.

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

Updates: what @artificialanlys posted next

Data and API

28 points read off this chart

Estimated from the image 33%

Series	Group	Value	Read
DeepSeek	DeepSeek V4 Flash (max)	40 %	estimated
DeepSeek	DeepSeek V4 Pro (max)	40 %	estimated
OpenAI	GPT-5.4 mini (xhigh)	35 %	estimated
MiniMax	MiniMax-M3	32 %	estimated
OpenAI	gpt-oss-120b (high)	28 %	estimated
Anthropic	Claude 4.5 Haiku	30 %	estimated
Kimi	Kimi K2.6	38 %	estimated
SpaceXAI	Grok 4.3 (high)	28 %	estimated
Z AI	Qwen3.5 397B A17B	30 %	estimated
Google	Gemini 3.1 Pro Preview	40 %	estimated
Z AI	GLM-5.2 (max)	42 %	estimated
OpenAI	GPT-5.5 (xhigh)	45 %	estimated

Showing 12 of 28. All points, the redraw and the maker

Max plan · API

GET https://viral-chart.com/api/posts/5ea2416be8c0.json
GET https://viral-chart.com/api/charts/5ea2416be8c0.json
GET https://viral-chart.com/api/charts/5ea2416be8c0.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 5ea2416be8c0.

Approximate values. Our two readings of this chart agreed only in part (confidence 0.33 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/5ea2416be8c0`	Title, publisher, date, form, point count; with a Max key, the data link	Open
GET	`/api/v1/charts/5ea2416be8c0/data`	Every point with its provenance and confidence, plus the redraw spec. Add ?format=csv for CSV	Max
GET	`/api/v1/charts/5ea2416be8c0/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/5ea2416be8c0/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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