Code review assistants analytics dashboard for farms

A real-time analytics dashboard giving farms clear visibility into code review assistants, with reports, alerts and simple forecasts.

Target audience

Farms

Problem solved

Farms often overpay for code review assistants because pricing is opaque and alternatives are hard to compare.

Solution

Start with a no-code prototype, prove demand with paying users, then rebuild on Vector databases/scikit-learn for scale.

Technologies

Vector databases, scikit-learn, Hugging Face

Monetization

Model marketplace revenue; Usage-based API pricing

Challenges

Shortage of ML talent; Keeping models updated

Improvements

Add a mobile app with offline mode for low-connectivity users.; Add API access so other businesses can integrate with the platform.