SigmaOS vs Oda Studio

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

SigmaOS leads in AI visibility (43 vs 40)

SigmaOS

EmergingConsumer Technology

General

AI-powered productivity browser grouping tabs into project workspaces; 100K+ users with 30% premium subscription rate competing with Arc Browser for knowledge worker macOS browsing.

AI VisibilityBeta
Overall Score
C43
Category Rank
#853 of 1167
AI Consensus
66%
Trend
stable
Per Platform
ChatGPT
53
Perplexity
41
Gemini
45

About

SigmaOS is a productivity-focused web browser for macOS built around a workspace organization model — grouping tabs into workspaces by project or context rather than presenting an endless horizontal tab bar, with AI-powered features for summarizing pages, writing assistance, and research workflows built directly into the browser. Founded in 2021 in London and backed by Y Combinator, SigmaOS raised $4.12 million including a $4 million seed round led by LocalGlobe, targeting knowledge workers frustrated with traditional browsers' lack of workflow organization.\n\nSigmaOS's workspace model allows users to maintain separate browser environments for different projects (work, personal, research) with isolated tab groups, custom keyboard shortcuts, and split-view browsing. The browser's AI layer (powered by integrated LLM capabilities) enables in-browser text summarization, writing assistance, and research compilation without requiring external tools. The $10/month SigmaOS premium subscription unlocks advanced AI features, with approximately 30% of the 100,000+ user base subscribing as of 2024.\n\nIn 2025, SigmaOS competes in the productivity browser market with Arc Browser (Browser Company), Vivaldi, and Brave for users seeking alternatives to Chrome and Safari. The productivity browser category has grown as knowledge workers seek better tab management and AI-integrated research tools. Arc Browser's significant growth and funding has validated consumer appetite for redesigned browser experiences. SigmaOS's 2025 strategy focuses on expanding AI-powered browsing features, growing the macOS user base through workflow-focused content marketing, and potentially launching Windows support to access the larger non-Mac professional market.

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

43
Overall Score
40
#853
Category Rank
#468
66
AI Consensus
64
stable
Trend
stable
53
ChatGPT
34
41
Perplexity
44
45
Gemini
45
54
Claude
33
51
Grok
34

Track AI Visibility in Real Time

Monitor how your brand performs across ChatGPT, Gemini, Perplexity, Claude, and Grok daily.