Why AI Systems Fail—And How Real-Time Data Fixes Them

Your AI is only as good as its data. AI-powered applications—from customer service chatbots to recommendation engines—promise smarter, faster decision-making. But when AI systems rely on stale, inconsistent, or incomplete data, they quickly become a source of frustration instead of value. In this white paper, you’ll discover:

• Why AI systems break when they lack real-time operational data
• The missing piece in AI-powered applications—why vector search alone isn’t enough
• How Materialize delivers fresh, consistent data for real-time AI decision-making
• Real-world examples of AI systems powered by up-to-date, reliable insights Get the white paper to learn how to bridge AI’s reality gap with real-time data.