Retrofit vs Oda Studio

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

Retrofit leads in AI visibility (41 vs 40)

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

Oda Studio

EmergingReal Estate & Property Tech

General

US YC W20 AI interior design platform with style preference discovery and room visualization; generating personalized moodboards and shoppable décor matches competing with Houzz for AI-native home design discovery.

AI VisibilityBeta
Overall Score
C40
Category Rank
#468 of 1167
AI Consensus
64%
Trend
stable
Per Platform
ChatGPT
34
Perplexity
44
Gemini
45

About

Oda Studio is a United States-based AI-powered interior design platform — backed by Y Combinator (W20) — providing homebuyers, renters, and design enthusiasts with AI tools to discover their personal design aesthetic, visualize how spaces would look with different furniture and décor, and find matching products from online retailers. Users select style preferences (mid-century modern, bohemian, minimalist, coastal) and color palettes (navy, salmon, olive, beige) and receive AI-generated moodboards and room transformation visuals in seconds — with the platform linking out to purchasable products that match the visualized design. Founded in 2020 and enhanced with more sophisticated AI algorithms in 2024-2025, Oda Studio serves the design discovery and product-matching need that exists in the early stages of home decorating before interior designers are typically engaged.

Full profile

AI Visibility Head-to-Head

41
Overall Score
40
#379
Category Rank
#468
65
AI Consensus
64
stable
Trend
stable
49
ChatGPT
34
38
Perplexity
44
38
Gemini
45
49
Claude
33
48
Grok
34

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