Side-by-side comparison of AI visibility scores, market position, and capabilities
NYC AI-native OSINT threat intelligence combining automated agents with human experts for cyber and fraud teams; $8M from PruVen Capital and YC S22 competing with ZeroFox for enterprise digital risk protection.
Overwatch (not the game — a distinct company) is a New York-based enterprise cybersecurity and fraud intelligence platform providing an AI-native OSINT (open-source intelligence) system that combines automated AI agents with human expert analysis to help corporate security, fraud, and trust-and-safety teams detect and investigate digital threats in real-time. Founded in 2022 by Arjun Bisen and Zara Perumal, backed by PruVen Capital and Y Combinator (S22) with $8 million raised including a $7.38 million seed round in February 2025.
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.
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.
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