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AI in practice

Ideas, guides and behind-the-scenes on how companies are using artificial intelligence across sales, marketing, support and management — without the hype.

AI Applied to Business

AI optimizing for the wrong strategy

The company shifted its strategy in October. The model kept optimizing for the March business.

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May 2026 4
Strategy for AI-First Companies

AI Defaults Are Unsigned Policy

Your company has an AI policy that never went through legal, the board, or compliance. It's active right now, making decisions in real time.

AI Applied to Business

Semantic collapse in AI failures

Your operations team called it a bug. Your consultant called it a tuning gap. The vendor said it was expected model behavior. It was the same event - and no one was describing the same thing.

AI Applied to Business

Output flow, no feedback channel

You built the flow for AI to deliver. But you never created a channel for the team to flag when it gets things wrong.

AI Applied to Business

Missing baseline: AI gains with no proof

A 30% gain from AI. Nobody measured what came before.

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