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Samiksha AI: Universal Review & comment Analyzer

A developer built Samiksha AI, a universal review and comment analyzer that transforms messy customer feedback into structured business intelligence. The Python-based architecture addresses limitations of generic star ratings and rule-based sentiment tools by handling sarcasm, background noise, and aspect-specific feedback. The open-source project is available on GitHub.

read1 min publishedJun 14, 2026

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 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!

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