The most effective coaching isn't built around isolated observations—it's built around continuous evidence collected over time, and AI can free coaches from documentation work so they can focus on the relationships and conversations where real teacher growth happens.
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The district would never allow it for curriculum. So why are we allowing it for AI?

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A landmark Stanford review found that most AI classroom claims aren't backed by rigorous evidence. Here's how to use that finding to make smarter decisions about the tools on your desk right now.

Most principals know observation paperwork takes too long. Few have actually counted the hours. We did.

The way educators are using AI in the classroom might be exactly why they don't trust it.
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A run of 2026 research confirms that AI-writing detectors are unreliable and biased. The surprising upside: it puts the most important tool in the classroom — your professional judgment — back where it belongs.