AI should remove planning administration, not replace judgment

Alain Matar distinguishes planner value from repetitive data extraction, spreadsheet formatting and report preparation. He positions AI as an engineering and workflow layer that cleans data and structures outputs, while planners remain responsible for pattern recognition, exceptions and operational judgment.

The operating model requires explicit boundaries between automated preparation, model recommendations and accountable decisions. Data-cleaning rules and exception priorities need owners, tests and escalation paths rather than being embedded invisibly in prompts.