002 — CASE STUDY

GAP FINDER

AI AGENT FOR EDUCATION

Gap Finder is an AI-powered teaching assistant that helps teachers identify learning gaps from student quiz data and generate differentiated re-teaching plans.

The pROBLEM

Teachers can collect a large amount of student performance data, but manually analyzing that data takes time. A quiz might tell a teacher that a student got an answer wrong, but it doesn't immediately explain:

Why are they struggling?

Teachers need to identify patterns across students, subjects, and concepts before deciding how to reteach the material.

tHE solution

Gap Finder allows teachers to upload quiz results and uses AI to analyze student performance.The system identifies common misconceptions and learning gaps, then generates targeted re-teaching recommendations.

Workflow

UPLOAD QUIZ DATA → ANALYZE PERFORMANCE → IDENTIFY GAPS → GENERATE INSIGHTS → CREATE RE-TEACHING PLAN

Key Features
  • CSV quiz upload

  • Automated performance analysis

  • Misconception detection

  • Learning-gap identification

  • AI-generated insights

  • Differentiated re-teaching plans

  • Teacher-friendly reports

MY ROLE

I designed the product concept and worked on the AI workflow, system architecture, user experience, and application development.

tECHNOLOGY

Python · AI Agents · Data Analysis · LLMs · Web Application

Outcome

Gap Finder explores how AI can move beyond simply analyzing data and instead help teachers turn student data into actionable teaching decisions.

Key takeaway:

The real value of educational AI isn't more data — it's better decisions from the data.

AI AGENTS / EDUCATION / DATA ANALYSIS

CLIENT PROOF
  • DANIEL KIM

    PRODUCT MANAGER

    SHE DELIVERED EVERYTHING FASTER THAN EXPECTED AND WITH A LEVEL OF PRECISION THAT MADE OUR PRODUCT FEEL POLISHED FROM DAY ONE.

  • MICHAEL TURNER

    STARTUP FOUNDER

    WORKING WITH HER WAS SMOOTH FROM START TO FINISH. SHE UNDERSTOOD OUR NEEDS QUICKLY AND BUILT A SOLID, RELIABLE PRODUCT.

  • EMMA RICHARDS

    TECH LEAD

    SUPER RELIABLE AND DETAIL-ORIENTED. YOU CAN TRUST HER TO TAKE OWNERSHIP AND SHIP HIGH-QUALITY WORK WITHOUT HAND-HOLDING.

PK

05:28

PKT
©2026
CLIENT PROOF
  • DANIEL KIM

    PRODUCT MANAGER

    SHE DELIVERED EVERYTHING FASTER THAN EXPECTED AND WITH A LEVEL OF PRECISION THAT MADE OUR PRODUCT FEEL POLISHED FROM DAY ONE.

  • MICHAEL TURNER

    STARTUP FOUNDER

    WORKING WITH HER WAS SMOOTH FROM START TO FINISH. SHE UNDERSTOOD OUR NEEDS QUICKLY AND BUILT A SOLID, RELIABLE PRODUCT.

  • EMMA RICHARDS

    TECH LEAD

    SUPER RELIABLE AND DETAIL-ORIENTED. YOU CAN TRUST HER TO TAKE OWNERSHIP AND SHIP HIGH-QUALITY WORK WITHOUT HAND-HOLDING.

PK

05:28

PKT
©2026
CLIENT PROOF
  • DANIEL KIM

    PRODUCT MANAGER

    SHE DELIVERED EVERYTHING FASTER THAN EXPECTED AND WITH A LEVEL OF PRECISION THAT MADE OUR PRODUCT FEEL POLISHED FROM DAY ONE.

  • MICHAEL TURNER

    STARTUP FOUNDER

    WORKING WITH HER WAS SMOOTH FROM START TO FINISH. SHE UNDERSTOOD OUR NEEDS QUICKLY AND BUILT A SOLID, RELIABLE PRODUCT.

  • EMMA RICHARDS

    TECH LEAD

    SUPER RELIABLE AND DETAIL-ORIENTED. YOU CAN TRUST HER TO TAKE OWNERSHIP AND SHIP HIGH-QUALITY WORK WITHOUT HAND-HOLDING.

PK

05:28

PKT
©2026

Create a free website with Framer, the website builder loved by startups, designers and agencies.