Oda Studio vs Databricks

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

Databricks leads in AI visibility (90 vs 40)

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

Databricks

LeaderData & Analytics

MLOps

$4.8B revenue run-rate; 55% YoY growth; $134B valuation (Series L). Mosaic AI for enterprise LLM fine-tuning and inference; Unity Catalog for data governance. DBRX open-source model; every major enterprise AI deployment runs on the lakehouse.

AI VisibilityBeta
Overall Score
A90
Category Rank
#1 of 1
AI Consensus
74%
Trend
up
Per Platform
ChatGPT
87
Perplexity
96
Gemini
87

About

Databricks is a unified data analytics platform built on Apache Spark that enables organizations to process, analyze, and derive insights from massive datasets using data engineering, data science, and machine learning capabilities. The company serves data teams, engineers, and analysts at enterprises seeking to break down data silos and accelerate AI and analytics initiatives. Databricks delivers value through its lakehouse architecture that combines data warehouse performance with data lake flexibility, collaborative notebooks for team development, automated MLOps for deploying models, and Delta Lake for reliable data management at scale.

Full profile

AI Visibility Head-to-Head

40
Overall Score
90
#468
Category Rank
#1
64
AI Consensus
74
stable
Trend
up
34
ChatGPT
87
44
Perplexity
96
45
Gemini
87
33
Claude
94
34
Grok
88

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