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Featureform was founded in January 2021 by Simba Khadder, following his work at Triton, where he built a personalization and analytics platform serving over 100 million monthly users. To support that scale, his team developed an internal MLOps platform with a feature store at its core. Seeing the broader need for this kind of infrastructure, Simba launched Featureform with a $2.3M pre-seed round led by Zetta Venture Partners.
From the beginning, Featureform has focused on making internal data reliable, reusable, and production-ready. As AI has evolved, the need for structured and governed access to internal data has only become more urgent. Today, Featureform enables both ML models and LLM agents to access real-time internal data securely, powering what we now call agentic enrichment through MCP.
Featureform is dedicated to redefining how modern AI teams access and use data. Born from our founder Simba Khadder’s experience building large-scale personalization systems, we understand the challenges teams face in turning internal data into something usable, secure, and production-ready.
With the support of our users, partners, and community, we’re building toward a future where ML and AI teams can focus on outcomes, not pipelines. We believe the next generation of intelligent systems will be built on top of platforms like Featureform.
See what a virtual feature store means for your organization.