The 80/20 people problem
Because technology is only about 20% of the challenge; people, process, and culture are 80%. Success comes from redesigning workflows and preparing people, and firms that do this before choosing tools are twice as likely to succeed.
Process first, tool second
The winning sequence is redesign the workflow, prepare the people, then select the tool. Reversing it automates existing dysfunction, because AI amplifies whatever process it is dropped onto.
Only about 3% of leaders feel fully prepared to manage AI-enabled teams, which is why the process-first discipline is rare and valuable. Documenting and fixing the workflow first means the AI accelerates something worth accelerating. It also surfaces the real requirements, so the eventual tool choice is grounded in the redesigned process rather than a vendor demo.
Frequently asked questions.
What does redesigning a workflow before AI actually involve?
Mapping the current process end to end, removing steps that exist only for legacy reasons, defining the target state, then deciding where AI adds leverage. The tool is chosen to fit that target, not the other way around.