What Tupai is
Tupai is a Malaysian AI maths tutor for school students, built by AI Teacher Sdn Bhd and launched in October 2024 (Digital News Asia). It covers maths — and only maths — across KSSR (primary 4–5), KSSM (Form 1–5), and Cambridge IGCSE, with past-year SPM and IGCSE papers and content written by local maths educators (Tupai). It works as a conversational tutor: the student chats through a problem and Tupai gives step-by-step guidance rather than just the answer, adapting to the student's pace and tracking where they're weak.
It gets the hard part right: built for the local exam, and built to teach rather than to answer.
Two things make it worth a close look. It is system-native — the opposite of an imported tool — and it is deliberately a tutor rather than an answer-machine. Those are the two axes almost nothing clears at once.
Where it fits: all four mismatches
Run the Four Mismatches Test on Tupai from a Malaysian buyer's seat, and — within maths — it passes on every axis:
| Mismatch | Tupai | For a Malaysian buyer |
|---|---|---|
| Curriculum | ✓ Fit | KSSM, Cambridge IGCSE and KSSR maths; SPM/IGCSE past papers; content by local educators. |
| Language | ✓ Fit | Multilingual chat — Bahasa Melayu, English, or a mix the student prefers. |
| Price | ✓ Fit | Free trial, then from ~RM80/month — far below a human maths tutor at RM40–100/hour. |
| Infrastructure | ✓ Fit | Web app, works in a phone browser; text-conversation-first, so light on bandwidth. |
Like Pandai, it clears all four — the thing an imported tool such as Khanmigo can't. But where Pandai and Tupai part company isn't fit. It's what they do once the student is stuck.
The part that matters: it's the tutor, not the answer-machine
The single most important question to ask any AI homework tool is the one the evidence turns on: when a student is stuck, does it hand over the answer, or make them work to it? Tools that answer lift marks this term and hollow them out by exam season; tools that guide don't (we set out the controlled study behind this in Does AI homework help actually hurt learning?).
Tupai is built on the right side of that line. It teaches through conversation and step-by-step guidance, adapting to the learner rather than dispensing solutions — the "tutor" design, not the "answer-machine" one. That matters more than any feature list, because it's the difference between a tool that helps and a tool that quietly harms.
This is also what separates it from a practice-drill app. Pandai is excellent at what it is — a huge, well-organised bank of exam-aligned questions to drill. Tupai is trying to do the harder thing: actually teach the maths, adaptively, one conversation at a time. On our fit-and-quality map, that pushes it up toward the corner both Khanmigo and Pandai miss.
Figure description
On the fit (horizontal) by teaching-depth (vertical) map, Khanmigo is top-left (strong teaching, weak local fit), Pandai is bottom-right (strong fit, practice-model depth), and Tupai is in the upper-right frontier zone — system-native fit plus a genuine, adaptive tutoring model. Tupai scores 3/5 as a tool and 4/4 on fit, but is marked 'early': its fit is proven, its teaching depth at scale is not yet.
Tupai vs Pandai — the real choice
These are both system-native, both Malaysian, and both good — but they answer different needs.
- Pandai is breadth: all subjects, a 500,000-question bank, 600,000+ students, a proven track record at scale. Its model is practice and revision — drilling the exam well.
- Tupai is depth in one subject: maths, taught adaptively through conversation, built to grow understanding rather than only rehearse it. Its model is the more ambitious one — and the less proven.
If a student's problem is maths specifically, and they need teaching rather than more questions to grind, Tupai is the more interesting tool. If the need is broad exam revision across every subject, Pandai is the safer, more established core. Neither is "better"; they're built for different jobs, and a student could reasonably use both.
Who it's for — and who should look elsewhere
For a Malaysian secondary student stuck on maths — the subject where a good tutor changes everything and a bad experience ends the subject — Tupai is well worth the free trial. It's aimed squarely at SPM and IGCSE maths, and it teaches in the way that actually sticks.
Look elsewhere if you need more than maths (Tupai does one subject), if you want a long, proven track record before you commit (it's early, at ~5,000 students), or if you need independent outcome evidence rather than the company's own numbers. For those, the honest answer today is that Tupai is promising rather than proven — and worth watching precisely because of where it's aiming.
Frequently asked questions
Is Tupai good for SPM maths? Yes — it's built for it, covering the KSSM syllabus and SPM past papers, and it teaches adaptively rather than just quizzing.
Does it just give the answers? No — it's designed to guide step by step, which is the side of AI homework help the evidence supports.
Tupai or Pandai? Different jobs. Tupai for adaptive help with maths specifically; Pandai for broad, proven exam revision across all subjects. See the comparison above.
Is it proven? Not independently, yet. The outcome numbers are the company's own, and it's still early — a promising design at small scale.
Disclosure. Addestra builds learning software, including MathsTutor — a Malaysian, mastery-based maths tutor that competes directly with Tupai. That is a real conflict of interest, so read this review with it in mind. We score our own products nowhere, we earn nothing from this review, and we've tried to be scrupulously fair to a competitor: crediting what Tupai does well (system-native, a real tutor) and marking down only what is genuinely unproven (scale and independent evidence), not what makes it a rival. Judge it against the sources. How we choose and how we make money: editorial standards and our review methodology.
Sources
- Tupai — homepage and product (curriculum, languages, guidance-based tutoring, ~5,000 sign-ups): https://tupai.ai/
- Tupai — AI Math Tutor for Students: https://tupai.ai/ai-math-tutor-students/
- Digital News Asia — "Tupai.ai makes personal math tutoring accessible to secondary school Malaysian students" (Oct 2024): https://www.digitalnewsasia.com/startups/tupaiai-makes-personal-math-tutoring-accessible-secondary-school-malaysian-students
- Business Today — "Startup Offers Private Math Learning Using AI" (25 Oct 2024): https://www.businesstoday.com.my/2024/10/25/startup-offers-private-math-learning-using-ai/