Matthew Wolstoncroft

LabNotes.ai - AI STEM tutor that guides students, not just gives answers.

LabNotes.ai is developing an AI-powered Socratic tutoring system purpose-built for higher-education STEM disciplines. Unlike existing AI tools that provide answers (ChatGPT, Chegg, CourseHero) or existing homework platforms that grade correctness without teaching, LabNotes.ai uses large language models constrained by a Socratic pedagogical framework to guide students through problem-solving without ever revealing the answer. AND, Educators get the tools and insights they've always wanted.

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Matthew Wolstoncroft
We’re launching LabNotes.ai with a contrarian bet: the best AI tutor is the one that doesn’t just hand you the answer. Research on the “generation effect” shows students remember far more when they generate answers themselves, yet most AI tools are optimized for speed and correctness, not learning. LabNotes.ai is built for **productive** struggle. It classifies intent before replying, uses Socratic prompts and metacognitive questions instead of solutions, and reveals help progressively so students stay challenged without getting stuck. The hardest part is knowing when to hold back and when to step in, so our early pilots are focused on a simple outcome: do students who use LabNotes.ai actually perform better on later assessments than those using conventional answer engines? If you care about AI that teaches, not tells, we’d love your feedback and ideas as we keep tuning the scaffolding and share more about how the system works under the hood.