# Samiksha AI: Universal Review & comment Analyzer > Source: > Published: 2026-06-14 19:11:48+00:00 Hey DEV Community! I recently participated in a hackathon and built **Samiksha AI**, a universal review and comment analyzer designed to turn messy customer feedback into structured business intelligence. Generic star ratings on e-commerce platforms don't give business owners the full picture. Rule-based sentiment tools often fail to catch sarcasm, background noise (like shipping complaints), or aspect-specific product feedback. I developed a python-based architecture that leverages: The code is structured with a clean separation between the data backend, core analytical engine, and user interface. You can check out the full open-source implementation here: **GitHub Repository:** [https://github.com/TechSakhi/Samiksha-AI](https://github.com/TechSakhi/Samiksha-AI) Building this pipeline gave me a deep appreciation for computational linguistics and structured datasets. Next, I plan to leverage these foundational concepts to explore building an AI agent focused on language learning systems! I would love to hear your thoughts, feedback, or suggestions on how to improve the architecture!