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    StarCoach vs. on-demand AI tutors

    A practice problem is not a coaching program.

    AI tutors can help with the task in front of a student. Strategy Coaching is designed to develop the thinker the student will need for every problem ahead.

    A practical guide for teachers and school leaders evaluating AI math support

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    The familiar AI tutor model

    Help begins with today’s problem.

    In a typical AI tutoring experience, a student asks a question or a teacher assigns content. The AI responds inside that activity and decides how to help in the moment.

    The interaction may guide rather than give an answer, but it is still organized around completing the immediate task. A sequence of assigned activities is not automatically a coherent coaching program.

    The Strategy Coaching model

    The program determines what develops over time.

    StarCoach teachers assign from more than 100 expert-designed Coaching Workshops—not merely a collection of problems. Each Workshop has a defined strategy, learning progression, anticipated misconceptions, and evidence of understanding.

    The Workshops form a continuous, teacher-directed arc intended to improve the student’s overall mathematical game and reduce dependence on future help.

    What changes for students

    A coaching program teachers can direct.

    Designed instruction

    A sequence, not an improvised exchange.

    The instructional goal and coaching progression are designed before the student begins, while the conversation still adapts to the student’s thinking.

    Teacher direction

    Support does not wait for a student to ask.

    Teachers assign the path to the class, a small group, or an individual student based on the need they see.

    Continuous growth

    Strategies build across the year.

    Students meet the same transferable moves in new contexts until they can select and use them more independently.

    A useful evaluation test

    Ask what the teacher is really assigning.

    Teachers choose the Workshop and the students. StarCoach coaches each student through the designed sequence, one focused move at a time.

    1. 1

      Is it a problem or a learning sequence?

      Look beyond the Assign button. Determine whether the student receives content plus AI help or an expert-designed coaching progression.

    2. 2

      Who determines the instructional goal?

      Ask whether the teacher directs a known strategy and knowledge component or the AI chooses its approach after the interaction starts.

    3. 3

      How does one session connect to the next?

      A coaching program should make the long-term arc visible: which move is developing, why it matters, and where it appears again.

    4. 4

      Does the student become less dependent?

      The decisive outcome is not merely more completed work. It is a student who can recognize and make the next mathematical move independently.

    From a Bellevue classroom

    “It’s a godsend.”

    Marco Navas · Teacher of the Bellevue pilot cohort

    Students who had been reluctant to ask questions began engaging with StarCoach, and many returned voluntarily at night and on weekends to keep learning.

    See the Bellevue pilot evidence →

    Questions educators ask

    What to know before you begin.

    Is an AI tutor the same as an AI coach?

    Not necessarily. Both may ask questions and give hints. The difference is the instructional model: a tutor is typically organized around helping with the current task, while Strategy Coaching uses a designed sequence to develop transferable skills over time.

    What if an AI tutor lets teachers assign work?

    The important question is what gets assigned. A problem, worksheet, activity, or lesson gives the AI content to help with. A StarCoach Coaching Workshop includes the instructional goal, coaching progression, anticipated misconceptions, strategy practice, and transfer evidence.

    Can on-demand tutoring still be useful?

    Yes. Immediate help can be valuable. StarCoach addresses a different need: a consistent, teacher-directed program for developing mathematical thinking, including students who may not initiate help on their own.

    Why does StarCoach use the tennis-coach analogy?

    An expert tennis coach improves a player’s overall game through a deliberate training plan. StarCoach similarly develops mathematical moves students can select and use independently across many future problems.

    Continue exploring

    See how the pieces work together.

    The StarCoach methodExplore Strategy Coaching→Classroom useSupport unfinished learning→Teacher workflowSee how a Workshop runs→

    Start with your students

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