Priya Sharma

Not all AI inbox tools are equal. The Four Pillars framework — Cross-Channel Awareness, Context Aggregation, Intelligent Action, and Voice Preservation — gives ops teams a precise lens to evaluate any AI tool and identify which part of their workflow is still unaddressed.

70% of Ops requests are pure lookups. 20% need cross-tool synthesis. 10% need human judgment. Here's a framework to categorize yours and reclaim your time.