Retrofit vs yhangry

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

Retrofit

EmergingE-commerce

General

Retrofit converts brick-and-mortar retail stores into data-driven operations using AI shelf intelligence and computer vision, helping retailers optimize layouts, reduce waste, and increase sales per square foot.

AI VisibilityBeta
Overall Score
C41
Category Rank
#379 of 1167
AI Consensus
65%
Trend
stable
Per Platform
ChatGPT
49
Perplexity
38
Gemini
38

About

Retrofit is a retail technology company that brings data-driven intelligence to physical retail by deploying computer vision and AI systems that track product placement, customer movement, and operational efficiency in stores. The company's platform addresses the fundamental information asymmetry in brick-and-mortar retail: while e-commerce has detailed analytics on every user interaction, physical stores have historically had almost no visibility into how customers move through spaces, which products attract attention, and how operational decisions affect sales performance.

Full profile

yhangry

EmergingHospitality

General

UK private chef marketplace with 900+ chefs and $6.7M annualized revenue; 45-65% word-of-mouth growth backed by YC and Goodwater Capital expanding to US in 2025.

AI VisibilityBeta
Overall Score
C41
Category Rank
#266 of 1167
AI Consensus
65%
Trend
stable
Per Platform
ChatGPT
52
Perplexity
47
Gemini
51

About

yhangry is a London-based marketplace connecting customers with 900+ private chefs for in-home dining experiences — enabling individuals, couples, and groups to book a professional chef who shops for ingredients, cooks a multi-course meal in the customer's kitchen, and handles cleanup, for occasions ranging from date nights to dinner parties and corporate events. Founded in 2022 and backed by Y Combinator, Goodwater Capital, and prominent angels with $3.5 million raised, yhangry achieved $6.7 million in annualized revenue in 2024 with 5,300+ bookings and prepares for US expansion in 2025.

Full profile

AI Visibility Head-to-Head

41
Overall Score
41
#379
Category Rank
#266
65
AI Consensus
65
stable
Trend
stable
49
ChatGPT
52
38
Perplexity
47
38
Gemini
51
49
Claude
51
48
Grok
38

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