Smart Personalized tutoring tracker for media houses

A smart tracking tool that helps media houses monitor, manage and improve personalized tutoring with reminders and progress reports.

Target audience

Media houses

Problem solved

Media houses often overpay for personalized tutoring because pricing is opaque and alternatives are hard to compare.

Solution

Build an MVP with Vector databases and scikit-learn, validate with 20 pilot users, then expand features based on real feedback.

Technologies

Vector databases, scikit-learn, Hugging Face

Monetization

Custom model training; Model marketplace revenue

Challenges

Keeping models updated; Poor data quality

Improvements

Add Urdu language support to reach a wider local audience.; Build an analytics dashboard so users can measure their ROI clearly.