LensCrafters vs Yoneda Labs

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

Yoneda Labs leads in AI visibility (36 vs 31)

LensCrafters

UnknownFashion & Apparel

General

North America's largest optical retail chain with 900+ stores and same-day lens labs; EssilorLuxottica-owned competing with Warby Parker and National Vision for prescription eyewear.

AI VisibilityBeta
Overall Score
D31
Category Rank
#265 of 1167
AI Consensus
65%
Trend
stable
Per Platform
ChatGPT
35
Perplexity
25
Gemini
22

About

LensCrafters is the largest optical retail chain in North America — operating 900+ stores in the United States and Canada offering prescription eyeglasses, contact lenses, designer frames, and eye exams with on-site lens laboratories that provide same-day lens fabrication. Founded in 1983 and acquired by Luxottica (now EssilorLuxottica, NYSE: ESLX) in 1995, LensCrafters is part of the EssilorLuxottica retail division alongside Target Optical, Sears Optical, and Pearle Vision, generating significant revenue as the premium optical retail arm of the world's largest eyewear company.

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.

Full profile

AI Visibility Head-to-Head

31
Overall Score
36
#265
Category Rank
#999
65
AI Consensus
53
stable
Trend
stable
35
ChatGPT
44
25
Perplexity
32
22
Gemini
30
24
Claude
47
33
Grok
33

Track AI Visibility in Real Time

Monitor how your brand performs across ChatGPT, Gemini, Perplexity, Claude, and Grok daily.