Serif Health vs Warby Parker

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

Serif Health leads in AI visibility (27 vs 17)
Serif Health logo

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
D27
Category Rank
#540 of 1158
AI Consensus
58%
Trend
up
Per Platform
ChatGPT
37
Perplexity
24
Gemini
34

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
Warby Parker logo

Warby Parker

UnknownFashion & Apparel

General

NYSE-listed (WRBY) DTC eyewear brand with $669M revenue and 240+ stores; vertical integration enabling $95-195 glasses competing with LensCrafters while pursuing profitability path after 2021 IPO.

AI VisibilityBeta
Overall Score
D17
Category Rank
#405 of 1158
AI Consensus
80%
Trend
stable
Per Platform
ChatGPT
27
Perplexity
19
Gemini
26

About

Warby Parker is a New York-based direct-to-consumer eyewear company that disrupted the traditional optical retail industry by designing, manufacturing, and selling prescription glasses and sunglasses directly to consumers at $95-$195 price points — compared to $300-500 at traditional optical retailers that added brand markups, optician markups, and optical shop overhead. Listed on NYSE (NYSE: WRBY), Warby Parker generated $669 million in net revenue in fiscal year 2023 and operates 240+ retail stores across the US and Canada alongside its e-commerce and home try-on program.

Full profile

AI Visibility Head-to-Head

27
Overall Score
17
#540
Category Rank
#405
58
AI Consensus
80
up
Trend
stable
37
ChatGPT
27
24
Perplexity
19
34
Gemini
26
24
Claude
23
21
Grok
26

Key Details

Category
General
General
Tier
Emerging
Unknown
Entity Type
brand
company

Track AI Visibility in Real Time

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