Data Foundation

Enterprise AI is shifting from aspirational to imperative, demanding near-perfect accuracy and robust governance. The move from 90% to 100% accuracy is existential, transforming LLMs into autonomous agents requiring rigorous management. Key challenges include agent sprawl, data foundation readiness, and intent-based interfaces. True enterprise intelligence must leverage proprietary data and structured relational models, not just generic LLMs. Competitive defense emerges from customer-specific AI, requiring embedded functionality, agentic orchestration, and industry-specific intelligence, all underpinned by strong governance.