At TechCrunch Disrupt 2025, held from October 27-29 at Moscone West in San Francisco, the conversation around artificial intelligence (AI) took a profound turn. Edo Liberty, the founder and CEO of Pinecone, a leading vector database company, captivated the audience with his insights into the real missing link in enterprise AI. Unlike the usual focus on cutting-edge models, Liberty shifted the discussion toward deeper, systemic challenges.
During his talk on one of the event’s AI Stages, Liberty challenged the assumption that the latest algorithms or computational power are the ultimate solutions for enterprise AI adoption. Instead, he emphasized the critical distinction between knowledge and intelligence in AI systems, arguing that many organizations fail to bridge this gap when implementing AI solutions.
Liberty highlighted that while AI models can process vast amounts of data and generate outputs, they often lack the contextual understanding needed to transform raw information into actionable enterprise knowledge. This disconnect, he argued, is a significant barrier to achieving true value from AI investments in business settings.
He further elaborated on how Pinecone’s technology aims to address this issue by enabling more effective data retrieval and contextualization through vector search capabilities. This approach, according to Liberty, could be a game-changer for industries looking to integrate AI seamlessly into their operations.
The session at TechCrunch Disrupt wasn’t just about identifying problems; it also offered a forward-looking perspective on how companies can rethink their AI strategies. Liberty urged business leaders to focus on building systems that prioritize understanding over mere data processing.
As the event continues to bring together innovators, entrepreneurs, and tech enthusiasts, Liberty’s talk has sparked discussions about the future of AI in enterprise environments. Attendees and online audiences alike are eager to see how his insights will influence the next wave of AI development and adoption.