Shef vs Oda Studio

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

Shef leads in AI visibility (59 vs 40)

Shef

ChallengerE-commerce

Food Marketplace

Shef is an online marketplace connecting home cooks with local food buyers, enabling licensed home chefs to sell authentic home-cooked meals in their communities. HQ: San Francisco.

AI VisibilityBeta
Overall Score
C59
Category Rank
#1 of 1
AI Consensus
72%
Trend
stable
Per Platform
ChatGPT
51
Perplexity
60
Gemini
61

About

Shef is an online marketplace that connects home cooks (called "shefs") who love to cook with local customers seeking authentic, home-cooked meals from diverse cuisines. Founded in 2019, the platform enables licensed home-based food entrepreneurs to sell their cooking commercially — capitalizing on cottage food and home kitchen laws that have been expanded in states like California, New York, and others to permit home food sales. Shef provides the marketplace infrastructure, payment processing, and food safety framework that allows home cooks to build small food businesses without restaurant or commercial kitchen overhead.

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

59
Overall Score
40
#1
Category Rank
#468
72
AI Consensus
64
stable
Trend
stable
51
ChatGPT
34
60
Perplexity
44
61
Gemini
45
54
Claude
33
61
Grok
34

Track AI Visibility in Real Time

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