Data is entering a new phase inside the enterprise—not because we found a better place to store it, but because the way it is created, consumed, and governed has changed. A decade ago, software ate the world. Now, workflows are eating data. Data used to be something you analyzed after the fact. Today it is […]
Why “LLM-as-a-Judge” is essential, risky—and how to use it right When teams demo AI agents, the storyline is familiar: a clean prompt, a neat answer, and confident nods across the room. But real-world agents aren’t tested in sanitized conditions. They face messy, ambiguous requests, incomplete context, policy constraints, and systems that don’t always behave as […]
Most enterprises don’t suffer from a lack of data — they suffer from a lack of control over how that data is accessed, shared, and trusted. Every platform brings its own access model, its own semantics for “who can see what,” and its own audit framework. That fragmentation has quietly become one of the biggest […]
Enterprise AI has entered its accountability era — where performance must be proven, not presumed. Microsoft’s new Agent Evaluation (Public Preview) in Copilot Studio marks that shift, transforming copilots from experiments into governed, measurable, and continuously improving systems. Official Microsoft announcement What’s New Reusable evaluation sets — import, auto-generate, or reuse chat sessions. Flexible review […]