Serif Health vs Yoneda Labs

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

Yoneda Labs leads in AI visibility (36 vs 26)

Serif Health

EmergingHealthcare

General

Healthcare price transparency API and data infrastructure for CMS compliance; $1.2M monthly revenue at 8 people from YC W21 normalizing hospital and insurer rate files for health plans and employers.

AI VisibilityBeta
Overall Score
D26
Category Rank
#288 of 1167
AI Consensus
62%
Trend
stable
Per Platform
ChatGPT
23
Perplexity
22
Gemini
35

About

Serif Health is a Los Angeles-based healthcare price transparency infrastructure company providing APIs and data products that power hospital rate search, insurance network intelligence, and CMS compliance analytics — helping health plans, self-funded employers, TPAs (third-party administrators), and data analytics firms navigate the complex requirements of the CMS Price Transparency and Transparency in Coverage rules that mandate hospitals and insurers to publish machine-readable pricing files. Founded in 2020 and a Y Combinator W21 graduate, Serif raised $2.52 million from 1984 Ventures and angel investors, achieving $1.2 million in monthly revenue as of December 2024 with an 8-person team.

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

26
Overall Score
36
#288
Category Rank
#999
62
AI Consensus
53
stable
Trend
stable
23
ChatGPT
44
22
Perplexity
32
35
Gemini
30
22
Claude
47
32
Grok
33

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