Why it matters
For teams building production systems, the focus must shift from selecting the latest LLM to ensuring rigorous data integrity and lineage. Without a governed data layer, autonomous agents cannot provide reliable or safe outputs in complex enterprise environments.
Key points
- Data readiness remains the primary bottleneck for scaling generative AI across business units.
- Governance and compliance are essential for meeting local data protection standards and maintaining trust.
- Integration with agentic frameworks requires high quality real time data access to avoid hallucinations.



