OpenBiome vs Warby Parker

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

OpenBiome leads in AI visibility (42 vs 17)
OpenBiome logo

OpenBiome

EmergingHealthcare

General

Cambridge MA YC W20 nonprofit FMT distributor that served 1,000+ hospitals for C. diff treatment; suspended distribution Dec 2024 after FDA enforcement discretion ended; submitted IND Phase 2 Nov 2024 — microbiome therapeutics regulatory transition.

AI VisibilityBeta
Overall Score
C42
Category Rank
#856 of 1158
AI Consensus
66%
Trend
up
Per Platform
ChatGPT
49
Perplexity
45
Gemini
35

About

OpenBiome is a Cambridge, Massachusetts-based nonprofit health research organization — backed by Y Combinator (W20) — that operated as the largest distributor of fecal microbiota transplant (FMT) products in the United States for over a decade, providing investigational FMT therapy to thousands of patients with recurrent Clostridioides difficile (C. diff) infection while accelerating research on human microbiome therapeutics. Founded in 2012, OpenBiome suspended FMT distribution as of December 31, 2024, following FDA regulatory changes that ended enforcement discretion for investigational FMT, and submitted an IND Phase 2 protocol application in November 2024 to pursue the FDA-approved clinical pathway for continued microbiome therapeutic development.

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

42
Overall Score
17
#856
Category Rank
#405
66
AI Consensus
80
up
Trend
stable
49
ChatGPT
27
45
Perplexity
19
35
Gemini
26
46
Claude
23
39
Grok
26

Key Details

Category
General
General
Tier
Emerging
Unknown
Entity Type
brand
company

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