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Index › IT › Products › Google Cloud AutoML · November 2026 Edition

ML platforms · Named, not ranked

Google Cloud AutoML

Google Cloud AutoML is a machine learning platform from Google for building custom models without writing code · google.dev ↗

–Too few to rank

5/14Models named it

2First choices

3Warnings

November 2026 Edition · all company sizes counted.

Ranked inML platforms #116 mid-market

What AI models recommend

Named, too few times to rank.

A product needs 10 labels in a category before a share is stated. Google Cloud AutoML has 1.

Why models recommend it

No positive label carried a quote.

What gives them pause

“"Black Box" AutoML Platforms ... No visibility into model internals”Kimi K2 · Negative question · warning

Also on the shortlist

The products named in the same answers as Google Cloud AutoML, over the 7 answers that named it, and how often each was the first choice instead.

Product	Named together	Picked instead
Azure Machine Learning	7	0	View →
Amazon SageMaker	5	0	View →
scikit-learn	3	0	View →
Google Colab	2	1	View →
DataRobot	2	0	View →
Google Vertex AI	2	0	View →
H2O.ai	2	0	View →
Hugging Face	2	0	View →
MLflow	2	0	View →
PyTorch	2	0	View →

A side-by-side page exists where both products are among a category's top eight.

At a glance

Stated on Google Cloud AutoML's own site, not checked by Gane.

Also from Google Cloud: Google 2-Step Verification, Google Alerts, Google AlloyDB for PostgreSQL, Google Analytics, Google Antigravity, Google Artifact Registry and 85 more

Visit google.dev ↗

How this is measured

Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.

Gane sells AI visibility software. No company can pay to change a result.

Read the method →

Sources returned with these answers

The sites and pages the answers that named Google Cloud AutoML came back with. A fact about retrieval, not a cause of the answer.

Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 4 of the 7 answers that named Google Cloud AutoML and are not a share of its labels.

Domains cited

g2.com3

linkedin.com2

spotsaas.com2

agilityportal.io1

aimultiple.com1

appreviewlab.com1

arxiv.org1

avaya.com1

azure.microsoft.com1

c4integrity.org1

Fourteen of the fourteen domain citations in answers naming Google Cloud AutoML came from a third party's page.

Pages cited

g2.com/categories/data-science-and-machine-learning-platforms/small-business2

g2.com/categories/machine-learning/small-business2

spotsaas.com/list/machine-learning-software/for-small-business2

agilityportal.io/blog/best-machine-learning-systems1

aimultiple.com/responsible-ai-platform1

appreviewlab.com/machine-learning-software-reviews1

arxiv.org/html/2101.04834v11

arxiv.org/html/2211.041481

Pages are listed as the models cited them.

By model

How each model answered on Google Cloud AutoML across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.

Model	Warning	Labels
Claude Haiku 4.5	0	0
GPT-5.4 mini	0	0
Gemini 3.5 Flash	0	0
Perplexity Sonar	0	0
Grok 4.20	0	0
Mistral Small	0	0
DeepSeek V4 Flash	0	0
Llama 4 Maverick	0	0
Qwen 3.7 Flash	0	0
Kimi K2	1	1
GLM 4.7 FlashX	0	0
MiniMax M2.5	0	0
GPT-6 Luna	0	0
Muse Glimmer 30B	0	0