SubImage vs Oda Studio

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

Oda Studio leads in AI visibility (40 vs 21)

SubImage

EmergingSecurity

General

Open-core cloud security graph platform mapping attack paths to sensitive data as open alternative to Wiz; built on Lyft's Cartography used by 70+ companies with no-agent read-only API setup.

AI VisibilityBeta
Overall Score
D21
Category Rank
#408 of 1167
AI Consensus
76%
Trend
stable
Per Platform
ChatGPT
26
Perplexity
21
Gemini
32

About

SubImage is a cloud security posture management (CSPM) platform built as the open-core alternative to enterprise security tools like Wiz — mapping cloud infrastructure to visualize attack paths to sensitive data and helping security teams prioritize which risks to fix first based on exploitability and blast radius. Built on top of Cartography, the open-source security infrastructure graph used by 70+ companies including Lyft, which open-sourced it, SubImage provides a fully hosted solution that connects to cloud accounts via read-only API access (no agents, no invasive installs) to immediately surface exploitable attack paths.

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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

21
Overall Score
40
#408
Category Rank
#468
76
AI Consensus
64
stable
Trend
stable
26
ChatGPT
34
21
Perplexity
44
32
Gemini
45
26
Claude
33
27
Grok
34

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