Artificial intelligence is rapidly reshaping commercial decision-making, but in B2B industrial sectors — manufacturing, distribution, and engineered products — the path to value looks very different than in digital-native industries. Industrial businesses operate in environments defined by high SKU complexity, customer-specific pricing, contract nuance, and relationship-driven sales. In this context, AI is often not a plug-and-play solution. It delivers impact when introduced