Profound vs Yoneda Labs

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

Profound leads in AI visibility (75 vs 36)

Profound

Leaderhealthcare

AI medical imaging

FDA-cleared AI breast cancer detection suite by iCAD (acquired by RadNet 2025). ProFound AI reads 40M+ mammograms globally with 23% improved detection rate.

AI VisibilityBeta
Overall Score
B75
Category Rank
#1 of 1
AI Consensus
54%
Trend
stable
Per Platform
ChatGPT
73
Perplexity
67
Gemini
82

About

ProFound AI is an FDA-cleared AI-powered breast cancer detection suite developed by iCAD, Inc. (acquired by RadNet in July 2025). Built on deep learning, it analyzes 2D and 3D mammograms for cancer detection and density assessment, serving thousands of providers across 50+ countries.

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Yoneda Labs

EmergingHealthcare

General

AI chemical reaction optimization with 95% accuracy for drug discovery synthesis parameters; $4.5M from Khosla Ventures and YC competing to automate pharmaceutical process chemistry development.

AI VisibilityBeta
Overall Score
D36
Category Rank
#999 of 1167
AI Consensus
53%
Trend
stable
Per Platform
ChatGPT
44
Perplexity
32
Gemini
30

About

Yoneda Labs is a San Francisco-based AI company applying foundation models to automate chemical reaction optimization for drug discovery and pharmaceutical process development — providing chemists with AI systems that determine optimal reaction parameters (temperature, solvent, catalyst, concentration) for new chemical synthesis routes, achieving 95% accuracy in suggesting effective conditions for small-scale trials. Founded in 2023 and backed by Khosla Ventures, 468 Capital, 500 Global, and Y Combinator with $4.5 million raised including a $4 million seed round in April 2024, Yoneda Labs brings mathematical category theory foundations (the name references Yoneda's lemma in category theory) to chemistry AI.

Full profile

AI Visibility Head-to-Head

75
Overall Score
36
#1
Category Rank
#999
54
AI Consensus
53
stable
Trend
stable
73
ChatGPT
44
67
Perplexity
32
82
Gemini
30
73
Claude
47
86
Grok
33

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