# For business managers

Start with one painful, repetitive workflow — reporting, first-draft proposals, support triage. Measure hours saved. Redesign the workflow around AI rather than bolting AI onto the old process. Workflow redesign is the #1 predictor of profit impact.

Canonical: https://robauto.ai/learn/ai-101/15

_AI 101: The 2026 Foundation — lesson 15 of 20 (PLAYBOOK)_

Start with one painful, repetitive workflow — reporting, first-draft proposals, support triage. Measure hours saved. Redesign the workflow around AI rather than bolting AI onto the old process. Workflow redesign is the #1 predictor of profit impact.

Source: [McKinsey — The State of AI (2025)](https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai?utm_source=robauto)

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