Aqora
AI EdTechFor TutorBot Inc.

TutorBot — Real-Time AI Math Tutor

Duration

2 Months

Team Size

3 Engineers

TutorBot — Real-Time AI Math Tutor

The Challenge

Students using generic AI chatbots for homework were getting answers without understanding — reinforcing wrong mental models instead of building conceptual fluency.

The Solution

We engineered a purpose-built tutoring engine on top of Claude that enforces a Socratic scaffolding policy (never give the answer outright), tracks concept mastery per topic, and surfaces teacher dashboards.

Tech Stack

Next.js 14Claude APISupabaseKaTeXStripeVercel AI SDK

The Impact

0Improvement in test scores over 8 weeks
0Average daily engagement per student
0Parent satisfaction rating

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