Why approval-first workspace AI beats silent autofill

The silent-autofill problem

Many “AI for work” tools rewrite tickets or CRM notes in the background. Speed goes up; trust goes down. Delivery and revenue teams need assistance that accelerates drafting without inventing records or committing changes without a human check.

How Proman works in Projectman

• Org-grounded chat: answers use tools against your live workspace data (work, CRM, sales, support).
• Form assist: draft titles, descriptions, acceptance criteria, repro steps, and notes into fields you still own.
• Relational proposals: feature → tests, deal → activities, ticket → task—shown as approval cards.

High-signal use cases

Start the day with “What should I focus on?” or “Which open deals look at risk?” Use Proman on a feature page to propose test cases from acceptance criteria, or on a support ticket to draft a reply—then approve only what looks right.

FAQ

• Does Proman save automatically? No—creates and edits need approval before save.
• Which plans include Proman? Professional and Business (ai_assist).
• Where do I learn the product details? See /docs/proman-ai-assistant.