AI Learning Diagnostics

Uncover invisible skill gaps

AI-driven analysis that traces your child’s obvious struggles back to the hidden, micro-level gaps causing them.


Why grades alone miss it

The real problem is usually hiding below the surface


A low mark tells you that something is wrong. It rarely tells you what.

Report cards and test scores describe the symptom: a weak essay, a disappointing reading mark, “needs better organization.” What they almost never reveal is the micro-level skill underneath — the missing link that keeps causing the same mistakes, assignment after assignment.

Those hidden gaps can go unnoticed for years. They don’t disappear; they compound, quietly dragging down every subject that depends on reading and writing.

Low essay mark “Needs organization” WHAT EVERYONE SEES Evidence not linked to claim Unclear pronoun links Sentence limits Missed subtext Weak transitions WHAT ACTUALLY CAUSES IT
How the diagnosis works

From a visible weakness to its exact root cause


Using AI analytics tools I designed myself, I reverse-engineer the obvious weaknesses into the precise skills that need attention — then build the plan to fix them, with critical thinking built into every step.

1

Gather

Writing samples, reading responses and short, targeted tasks show how your child actually thinks and writes.

2AI

Analyze

AI-driven analysis spots the patterns hiding across many pieces of work, not just one test.

3

Pinpoint

Each visible weakness is traced down to the micro-level skill gap that is really causing it.

4

Correct & re-check

Targeted lessons close each gap, and I re-check until it stays closed. See how it works.

The part most tutoring misses

Why these gaps rarely get detected


One test is only a snapshot

A single assignment can’t show a pattern. Looking across many pieces of work reveals the mistakes that keep coming back.

Labels name the symptom

“Needs better organization” describes the problem. I pinpoint the specific skill behind it, so practice actually fixes it.

Small gaps compound

A skill missed in Grade 4 can surface as an essay problem in Grade 8. Catching it at the root stops it from growing, so it never holds your child back in the new world.

Trained on AI, aimed at your child

The same method I used to find weaknesses in AI


For three years, I worked as an AI trainer and evaluator for a remote research lab, on a small team of specialists producing training data for clients including OpenAI and Apple. My job was to detect exactly where the world’s most advanced AI models fall short, report precisely why, and help correct it.

I designed deliberately tricky tests across four skill areas and scored every response against strict quality standards. Those are the same areas where students struggle — and the same detect, report and correct method now drives your child’s diagnosis. It also shapes my Optional AI Skills add-on.

DetectReportCorrect AI models Your child
01ReasoningIn the AI lab

Multi-step logic puzzles that revealed where a model’s thinking broke down.

For your child

Finding where an argument loses its logic, then building clearer, more logical writing.

02KnowledgeIn the AI lab

Questions that caught confident-sounding answers that were simply wrong.

For your child

Spotting misunderstandings early and checking facts instead of trusting AI.

03Instruction-followingIn the AI lab

Detailed, layered instructions to see whether every requirement was met.

For your child

Reading the full assignment and meeting every part of it, not just the obvious one.

04Writing styleIn the AI lab

Judging tone, clarity, structure and polish against strict quality standards.

For your child

Writing that sounds sharp, clear and unmistakably human.

You see what I find — every step of the way.

The gaps I uncover, and the progress your child makes in closing them, are recorded in your private Parent Portal. See how progress tracking works.

Find your child’s hidden gaps

Tell me where your child is struggling today. I’ll reply personally with how we can get to the root of it.

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