08/27/2026
Every enterprise has an AI pilot that wows the board room. Almost none of them have shipped it to production.
The disconnect is in the data layer, not the model.
When teams stitch together a web of point solutions to access live operational data, latency compounds and infrastructure breaks. Data retrieval becomes unreliable, governance falls apart, and compliance teams block deployment over zero traceability. Meanwhile, costs skyrocket as redundant data gets re-sent on every turn.
Adding another single-purpose tool to your stack only creates more seams for context to break. Moving from a cool agent pilot to reliable, enterprise-grade AI requires an operational data platform that unifies persistent memory, real-time retrieval, and strict governance at the core.
If your AI agents are stuck in pilot, look down the stack before you swap out the model: https://www.couchbase.com/blog/your-ai-agents-are-stuck-in-pilot-its-a-data-problem-not-a-model-problem/