Signals

Same AI. Different Outcomes. Here’s Why.

Viewed in McKinsey & Company Insights Most companies have access to the same tools.Same models. Same platforms. Same promises. Yet the outcomes are wildly different. The gap is not technology.It’s how companies use it and how fast they move. The leaders aren’t doing more experiments.They’re rewiring how the business works. AI is not a side… More

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New job titles are early signals of real change

Viewed on the a16z newsletter Across industries, meaningful change rarely starts with org charts or strategy decks. It often starts with language. Job titles are among the earliest clues that something important is shifting. 1. New titles appear before org charts change When a role is renamed or newly created, it often reflects work that… More

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