Exam prep that measures where you actually stand
myndtrace measures every topic a student practises, decides what to work on next with a scorer you can inspect, and only then puts the result into plain language. Not a chatbot bolted onto a question bank.
First product: JAMB prep — for Nigerian students and the parents paying for them.
This is what myndtrace shows you
Quadratic equations
StrongPhotosynthesis
DevelopingReading comprehension
Needs workProbability
Not enough data yetThe numbers are where the truth is. When there isn’t enough evidence yet, myndtrace says so plainly — the fourth state above — instead of guessing.
2,243,816
candidates registered for the 2026 UTME. Most of them are preparing the same way: push forward, hope the effort is enough, and find out how it went on results day.
Preparation without a way to see where you stand
- No plan. Students just start, and keep going, with no order to what they practise.
- No measurement. They don’t know where they are doing well, doing poorly, or failing outright — so the effort isn’t aimed at anything.
- No oversight. Parents can’t sit through preparation, and often can’t follow the material well enough to help if they did.
Built by Daniel Shaddai Adeniran, who spent over six years tutoring students online and in person — watching how learning actually happens — before building this.
Measure, decide, communicate
Three separated layers. The language model never touches the data, and the measurement never depends on the language. That order does not change.
Measure
Every answer is a permanent, timestamped event. From those, myndtrace estimates how well a student knows each topic, with the uncertainty stated rather than hidden. Nothing is overwritten — the picture is recomputed as new answers arrive, and progress is tracked over time.
Decide
A transparent weighted scorer ranks what to practise next — weighing how much a topic is needed, how confident the estimate is, how recently it was seen, and how much of it has been covered. When the evidence is thin, it broadens the practice instead of asserting a weakness.
Communicate
Only now does a language model come in. It receives a closed list of what it may mention, never the raw data. It never infers and never writes a number. A validator rejects any sentence containing a number or an unlisted topic and falls back to a fixed template.
What a student gets back is direction they can act on — where they are strong, where they are weak, what to do next — and a shorter version reaches their parent or guardian in language that won’t overwhelm them, with the option to ask for more.
The measurement is the product — not the language model
This is not another GPT wrapper. Plenty of sites can tell you which questions you got wrong. That is a scorecard. myndtrace is built the other way round: define what can actually be measured, turn it into numbers, make the decision from the numbers, and only then let language explain it.
The language layer is sealed off. It sees a closed payload of what it is allowed to say. It cannot invent a statistic, cannot reach for a topic that isn’t there, and cannot dress a guess up as a finding. If it tries, a validator catches it and a plain template takes over.
And where there are real numbers — percentage correct per topic, averages, progress over time — you see them. They are rendered from measured state, never written by the model.
“Ada is at 72% mastery in quadratic equations and should improve by about 8 points next week.”
Emits numbers, and predicts a future score — two rules broken at once.
“Ada has moved from Developing to Building in Algebra. There is not enough data yet in Geometry.”
States a change in level and names a gap. No numbers, no prediction.
One method, one exam at a time
The same measure–decide–communicate engine, applied to a new exam as each corpus is verified.
- JAMB prep UTME preparation for English, Mathematics and Biology, with curated progress summaries for parents. In development
- WAEC prep The same method, adapted to the WAEC syllabus and question style. Planned
- NECO prep NECO preparation, once the WAEC groundwork is in place. Planned
- SAT prep College-admissions preparation for students aiming abroad. Planned
- Office prep Workplace and staff training for organisations. B2B. Exploring
Join the waitlist
myndtrace is for students preparing for an exam we cover, and for the parents who want to follow their progress without wading through data. Leave your email and we’ll tell you when JAMB prep opens.
You’re on the list
We’ll be in touch when JAMB prep opens. Thank you.