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Applied AI·August 31, 2026·1 min read

Teachers are getting more comfortable using AI – but it isn't helping lower their workload

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If most teachers use AI but only a third work fewer hours, the bottleneck isn’t tooling — it’s workflow and policy. Any AI deployment that doesn’t explicitly remove steps, reduce compliance overhead, or change expectations will just repackage the same workload with extra review on top.