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Notes from the practice

Short-form writing on AI-native consulting, HubSpot Breeze implementations, data-foundation work, and the change-management patterns that separate successful rollouts from expensive ones.

AI consulting: augment, don't replace

Why the best AI consulting engagements treat AI as a force multiplier on existing teams — not a reason to cut them. Three patterns we keep seeing land well, and one that never does.

2026-04-17

Notes from the practice

AI consulting: augment, don't replace