Illuminant Surgical vs Yoneda Labs

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

Yoneda Labs leads in AI visibility (36 vs 24)

Illuminant Surgical

EmergingHealthcare

General

Medical device company projecting CT/MRI anatomy directly onto patients during surgery for real-time guidance; YC-backed $500K raised at $750K-$900K revenue with SIGGRAPH 2025 research presentation.

AI VisibilityBeta
Overall Score
D24
Category Rank
#935 of 1167
AI Consensus
71%
Trend
stable
Per Platform
ChatGPT
26
Perplexity
32
Gemini
32

About

Illuminant Surgical is a medical device company developing Skylight — a real-time anatomical projection system that displays medical imaging data (CT scans, MRI, ultrasound) directly onto the patient's body surface during surgery, giving surgeons continuous visual guidance about subsurface anatomy without looking away from the operative field. Founded in 2022 and backed by Y Combinator with $500,000+ raised from YC, the US National Science Foundation, and angel investors, Illuminant generated $750,000-$900,000 in revenue in 2024 with an 18-person team and presented Skylight research at SIGGRAPH 2025.

Full profile

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.

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AI Visibility Head-to-Head

24
Overall Score
36
#935
Category Rank
#999
71
AI Consensus
53
stable
Trend
stable
26
ChatGPT
44
32
Perplexity
32
32
Gemini
30
25
Claude
47
21
Grok
33

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