Start with broad buckets like Invoices, Hiring, Customers, and Logistics. The assistant proposes labels based on entity recognition and thread context, and you correct a handful. Within days, classification stabilizes, and you spend less effort tracking, more energy deciding and moving work forward confidently. The result is a reliable structure that eases cognitive load and accelerates every pass.
When the model mislabels, forward four representative messages to a training label or mark them with a consistent correction. Few-shot guidance beats exhaustive rules, converging faster while staying adaptable to new senders, product names, and evolving workflows without creating brittle maintenance overhead for you. Small, consistent feedback builds accuracy quickly and keeps your system simple, robust, and flexible.
Give critical labels high-contrast colors and optionally add short subject prefixes the assistant inserts, like [Action] or [Awaiting Reply]. These visual cues reduce scanning time dramatically, especially on mobile, and pair beautifully with your triage ritual to accelerate confident, correct decisions every day. Your attention lands exactly where it’s needed, which compounds time savings across every week.
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