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AI hallucinations can quietly drain agency budgets—costing up to $67.4 billion annually through errors in client deliverables. These slip-ups often waste 4.3 hours a week verifying content accuracy

Shipping AI features in 2026 means meeting users where they are and solving real problems fast. Take Copilot, for example—it saw a 30% acceptance rate, showing how smart assistants can quickly become part of daily workflows

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By 2026, AI features will be everywhere—but how do you ship them right? Product managers can learn from the success of Copilot, which reached a 30% acceptance rate among users

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AI hallucinations in client deliverables can cost agencies up to $67.4 billion annually in rework and lost trust. These invisible errors waste over 4.3 hours per project checking facts that shouldn’t need double-checking

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AI hallucinations are more than glitches—they can cost agencies $67.4 billion annually in wasted hours and lost trust. From client reports to creative briefs, these errors risk your reputation and bottom line