Schools, institutions, and L&D teams
If you're deciding what to adopt — how to tell a tool built for your students from one exported into your system.
Explainer
Four questions — curriculum, language, price, infrastructure — that tell you whether a learning tool is built for your students' system or someone else's. Fail any one and it's product-export, however good the technology.
June 2026 · Malaysia, Commonwealth · 5 min read
Analysis
Western EdTech keeps exporting products into systems they don't fit. AI collapses one of the four mismatches — price — but the tools that win build from the Commonwealth's shared curriculum, not into it.
June 2026 · Malaysia, Commonwealth · 10 min read
Review
Pandai is built for the exam Malaysian students sit, in their languages, at a price a local family can pay. It fits all four mismatches. Its model is exam practice, not adaptive mastery — which is exactly the honest limit.
June 2026 · Malaysia · 4 min read
Comparison
Khanmigo is the better-built tutor; Pandai is the better-fitting one. For a Malaysian student that gap decides it. A scored, side-by-side comparison through the Four Mismatches lens.
June 2026 · Malaysia, Commonwealth · 7 min read
Review
Khan Academy's Khanmigo is one of the best AI tutors built. For a Malaysian or Commonwealth buyer it also fits only one of the four mismatches — price. Our scored review.
June 2026 · Malaysia, Commonwealth · 4 min read
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