Top Hat vs Oda Studio

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

Oda Studio leads in AI visibility (40 vs 38)

Top Hat

EmergingEducation

Interactive Courseware

$185M valuation; $130M Series E 2021; $68M revenue 2024; 3M students; 900+ institutions; $33-96 pricing; interactive learning platform leader

AI VisibilityBeta
Overall Score
D38
Category Rank
#1 of 1
AI Consensus
76%
Trend
stable
Per Platform
ChatGPT
39
Perplexity
32
Gemini
36

About

Top Hat is an education technology platform providing interactive courseware, assessment tools, and student engagement solutions for higher education institutions. The company serves college professors and instructors seeking to enhance classroom engagement and measure student comprehension through digital tools. Top Hat creates value through its interactive textbooks with embedded assessments, real-time polling and discussion features, attendance tracking, gradebook integration, test creation tools, and analytics that help educators create active learning environments and improve student outcomes.

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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

38
Overall Score
40
#1
Category Rank
#468
76
AI Consensus
64
stable
Trend
stable
39
ChatGPT
34
32
Perplexity
44
36
Gemini
45
36
Claude
33
29
Grok
34

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