Problem
A demo can look sharp. Production work needs control.
AI often looks strong in a presentation, but real workflows need a decision trail.
Customer data is spread across inbox, CRM, knowledge, billing and integrations.
Integrations are often stitched together manually, so responsibility for outcomes becomes unclear.
Cost, quality and response risk stay invisible until the issue reaches a human.
