Ndea vs Google Vertex AI

Side-by-side comparison of AI visibility scores, market position, and capabilities

Google Vertex AI leads in AI visibility (86 vs 33)
Ndea logo

Ndea

EmergingArtificial Intelligence

AGI Research

Post-LLM AGI research company co-founded by Keras creator François Chollet and Zapier co-founder Mike Knoop; YC W26 with $43M raised; pursuing program synthesis as path to AGI beyond transformer scaling.

AI VisibilityBeta
Overall Score
D33
Category Rank
#1 of 1
AI Consensus
45%
Trend
up
Per Platform
ChatGPT
26
Perplexity
42
Gemini
44

About

Ndea is an artificial general intelligence research company founded by François Chollet, creator of Keras and the ARC-AGI benchmark, and Mike Knoop, co-founder of Zapier. The company emerged from Y Combinator's Winter 2026 batch with $43 million in funding and a mission to develop the next generation of AI beyond large language models.

Full profile
Google Vertex AI logo

Google Vertex AI

LeaderAI & Machine Learning

Cloud ML Platform

Google Cloud (GOOGL) unified ML platform with Gemini access, AutoML, and 150+ foundation models in Model Garden; competing with AWS SageMaker and Azure ML for enterprise AI development infrastructure.

AI VisibilityBeta
Overall Score
A86
Category Rank
#2 of 3
AI Consensus
57%
Trend
stable
Per Platform
ChatGPT
96
Perplexity
79
Gemini
91

About

Google Vertex AI is Google Cloud's unified machine learning platform — providing end-to-end infrastructure for building, training, deploying, and monitoring ML models and generative AI applications, integrating Google's pre-trained models (Gemini, PaLM, Imagen), AutoML capabilities, custom training infrastructure, and the Model Garden (a catalog of 150+ foundation models) into a single managed platform. Part of Google Cloud (NYSE: GOOGL), Vertex AI serves data scientists, ML engineers, and enterprise AI teams that want to build production AI on Google's infrastructure.

Full profile

AI Visibility Head-to-Head

33
Overall Score
86
#1
Category Rank
#2
45
AI Consensus
57
up
Trend
stable
26
ChatGPT
96
42
Perplexity
79
44
Gemini
91
25
Claude
90
28
Grok
97

Key Details

Category
AGI Research
Cloud ML Platform
Tier
Emerging
Leader
Entity Type
brand
product

Capabilities & Ecosystem

Capabilities

Only Ndea
AGI Research
Only Google Vertex AI
Cloud ML Platform

Integrations

Only Google Vertex AI
Google Vertex AI is classified as product (part of Google).

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