B2E AI Needs Mission Design, Not Personas: UX Magazine on Enterprise AI
uxmag · x · 2026-10-06
UX Magazine published an article by Pavel Bukengolts, founder of UX Design Lab, arguing that B2E (Business-to-Employee) AI requires a different design starting point than consumer products.
Key points:
- Showroom vs control room: consumer design centers on identity, preference, and taste; enterprise AI should be designed like a control room — around the mission.
- B2E AI fails when teams start with personas instead of functions, risks, and human control points.
- Teams should first define what the system must accomplish, where it can fail, and where humans retain decision and override authority.
A design-methodology take on enterprise AI adoption, useful for teams rolling out internal AI tools.
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