Instruction Partners Releases First Findings From Six-Month AI Classroom Observation of 20 Student-Facing Products

US nonprofit Instruction Partners released the first findings of its AI in Action Learning Tour on September 11, 2026. Co-founder and CEO Emily Freitag and a colleague spent six months starting in January visiting 16 school systems in seven states, observing students in AI-enabled lessons and teachers teaching with AI, and interviewing more than 100 teachers, school system leaders and ed-tech CEOs. The report covers 20 student-facing AI products already in classrooms, grouped into general-purpose chatbots, education platforms and targeted instructional tools.

This is a rare classroom-observation-based assessment of AI education products rather than vendor demos, directly informing school purchasing and teacher selection: it suggests general-purpose chatbots and targeted instructional tools carry different risks and benefits, and that design intent can diverge sharply from actual student use. For AI education product teams, gameability, ignored feedback and stronger engagement in collaborative tools are adoption conditions worth validating ahead of feature lists. The findings come from qualitative observation across 16 school systems and more than 100 interviewees, not an independent quantitative study, so they cannot support claims about learning outcomes or overall education quality. Schools and teachers can distinguish general-purpose chatbots, education platforms and targeted tools when selecting products, with the latter showing more consistent results in the observation. Product teams need to validate actual student behavior, making anti-gaming design, feedback adoption and collaboration key indicators.