Toma vs Oda Studio

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

Oda Studio leads in AI visibility (40 vs 36)

Toma

EmergingAutomotive

General

SF YC W24 AI voice agents for car dealerships at 7-fig ARR in under 1 year with 100+ dealers and 1M+ calls; $17.5M total ($17M a16z Series A Jun 2025) with Lithia/Cox partnerships competing for automotive dealership AI.

AI VisibilityBeta
Overall Score
D36
Category Rank
#1120 of 1167
AI Consensus
51%
Trend
stable
Per Platform
ChatGPT
43
Perplexity
43
Gemini
31

About

Toma is a San Francisco-based AI voice agent platform for automotive dealerships — backed by Y Combinator (W24) with $17.5 million in total funding including a $17 million Series A in June 2025 led by Andreessen Horowitz with Y Combinator, Scale Ventures, and angel investor Yossi Levi (Car Dealership Guy) — providing car dealerships with a fully integrated AI software suite that handles inbound and outbound voice calls across service, sales, finance, and IT departments. Surpassing 7-figure ARR in under one year since founding in early 2024, approaching 8-figure ARR, and serving 100+ dealerships across the US with 1 million+ call minutes handled, Toma partners with Lithia Motors and Cox Automotive positioning as the automotive industry's equivalent of Microsoft/OpenAI for dealership voice automation.

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

36
Overall Score
40
#1120
Category Rank
#468
51
AI Consensus
64
stable
Trend
stable
43
ChatGPT
34
43
Perplexity
44
31
Gemini
45
46
Claude
33
28
Grok
34

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