Side-by-side comparison of AI visibility scores, market position, and capabilities
San Francisco/Tel Aviv non-human identity security (private, $85M raised); $45M Series B Menlo/Anthology (Anthropic), API key/OAuth/AI agent credential governance competing with CyberArk and HashiCorp Vault.
Astrix Security is a San Francisco and Tel Aviv-based non-human identity (NHI) and AI security company — founded in 2021 by Alon Jackson (CEO) and Idan Gour — protecting enterprises against the explosion of machine identities, API credentials, service accounts, OAuth tokens, AI agent identities, and CI/CD pipeline secrets that have become the primary attack surface for modern cloud breaches. The company raised a $45 million Series B funding round led by Menlo Ventures through their Anthology Fund (a strategic fund in partnership with Anthropic, connecting Astrix to the AI security ecosystem), alongside Workday Ventures and existing investors Bessemer Venture Partners (BVP), CRV, and F2 Venture Capital — bringing total funding to $85 million. Astrix's non-human identity security platform discovers, assesses, and remediates every non-human identity in an organization's cloud environment: API keys embedded in GitHub repositories, service account credentials with excessive permissions in AWS/GCP/Azure, OAuth app authorizations granted by employees to third-party SaaS tools, and AI agent identities (the new credential type created when enterprises deploy autonomous AI agents that need API access to business systems). As enterprises deploy AI agents that autonomously access Salesforce, Slack, Google Workspace, and internal APIs, the number of non-human identities per organization is growing 10-50x faster than human identities — creating a security gap that traditional identity and access management (IAM) tools built for human users cannot address.
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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