AnalysisBusinessAugust 8, 2026

AI adoption isn't the same as AI usage

Contributed piece argues that seat activations, token spend, and "80% weekly active" charts mask a deeper gap: many engineering teams' planning and build processes remain unchanged. The author contends adoption metrics rarely reflect actual usage in how software gets built.

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