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The "friction of opening another tab" problem is what kills most enterprise AI adoption but nobody wants to say it out loud. Employees won't switch contexts to ask questions when they're already in Teams or looking at SharePoint docs. The multi-tenant deployment angle is clever because MSPs can centralize their AI infra while serving multiple customer tennants without each client needing their own Helix instance. I built something similar for a fintech where we tried pushing users to a separate AI portal and engagement was like 8%, then we embedded it directly in Slack and usage jumped to 60% overnight. Meeting people where they work isn't a nice-to-have, its basically the whole ballgame for enterprise tools.

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