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Incident ReportZL-0201 · 2026-05-11

Tututor.ai

AI-powered tutoring platform that personalizes learning and accelerates student success.

SubjectTututor.ai
ClientTututor
IndustryEdTech
Tags#ai#edtech#platform
01

Bottleneck

Tututor’s 1:1 model couldn’t scale. Tutors were buried under prep work, every student got the same generic plan, and growth meant linear hiring with no improvement in quality.

02

Solution

We architected an AI-powered adaptive learning engine that diagnoses each student’s gaps, generates a personalized curriculum, and routes only the human-needed moments to tutors. Built around a clean teacher dashboard so tutors stay in the loop, never replaced.

Tech stack

  • Next.js
  • Python
  • PostgreSQL
  • OpenAI
03

Outcome

10x student engagement. 60% reduction in tutor prep workload. Operations now run with the same team at 4x the student count.