Toast vs Oda Studio

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

Toast leads in AI visibility (45 vs 40)

Toast

EmergingFast Casual & QSR

General

Restaurant POS and operations platform serving 120K locations; $140B+ gross payment volume, $1.3B 2024 revenue with expansion into hotels and international markets.

AI VisibilityBeta
Overall Score
C45
Category Rank
#632 of 1167
AI Consensus
56%
Trend
stable
Per Platform
ChatGPT
36
Perplexity
47
Gemini
53

About

Toast is a restaurant technology platform providing point-of-sale systems, payment processing, and operational management software purpose-built for the food and beverage industry. Founded in 2011 and headquartered in Boston, Toast went public on the NYSE in September 2021 and has grown into the dominant restaurant POS platform in the US, processing over $140 billion in gross payment volume annually. The company serves restaurants, bars, hotels, and food service businesses of all sizes from single-location spots to national chains.

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

45
Overall Score
40
#632
Category Rank
#468
56
AI Consensus
64
stable
Trend
stable
36
ChatGPT
34
47
Perplexity
44
53
Gemini
45
51
Claude
33
40
Grok
34

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