Industries / Education

A tutor that argues with itself, on purpose.

Three AI tutors that disagree productively, show the reasoning, and help students see why one answer is better than another.

Why is the answer to this dynamic-programming problem O(n log n) and not O(n^2)? Walk me through it.
ClaudeAnthropic

Because the inner loop you would naively write is replaced by a binary search on the patience-sorting structure. Each insertion is log n, and you do n of them.

GPTOpenAI

Patience sorting analogy is the cleanest mental model. Imagine dealing cards into the smallest stack with a top card greater than yours. The number of stacks is your answer, and the binary search is the speed-up.

GeminiGoogle

If you trace it on the example [10, 9, 2, 5, 3, 7, 101, 18], you see only 4 stacks form. That visualisation is what makes the n log n click for most students.

Maya verdict
High agreement

Patience sorting + binary search. Walk through the example [10, 9, 2, 5, 3, 7, 101, 18] step by step; you will land on 4 stacks. Each insertion is log n, total is n log n. The visualisation is the unlock.

What changes for you

Disagreement as a feature

Students see why one answer is better, not just what it is. The reasoning is the lesson.

Multiple explanations

Three angles on the same concept. One sticks for one student; another sticks for another.

Citations students can verify

Verdicts pull back to sources so the answer can be checked, not just trusted.

Which mind to ask

Each model leans differently. Maya keeps the differences visible.

Claude
Anthropic

Best for clear long-form explanations, careful reasoning chains, and humanities prose.

GPT
OpenAI

Best for STEM problem-solving, code, and structured walk-throughs.

Gemini
Google

Best for visual explanations, image-based problems, and quick fact-checks.

Where teams reach for it

    Tutoring sessions where the student needs more than one explanation
    Lesson planning with three drafts to compare
    Research write-ups with a critique pass
    Department-wide question banks with verified answers
    Faculty-led curriculum reviews with three reads
Start free

Hear from three minds, get one verdict.

New accounts get $1 of trial credit. No card required to begin.