{"slug": "samiksha-ai-universal-review-comment-analyzer", "title": "Samiksha AI: Universal Review & comment Analyzer", "summary": "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.", "body_md": "Hey DEV Community!\n\nI 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.\n\nGeneric 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.\n\nI developed a python-based architecture that leverages:\n\nThe 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:\n\n**GitHub Repository:** [https://github.com/TechSakhi/Samiksha-AI](https://github.com/TechSakhi/Samiksha-AI)\n\nBuilding 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!\n\nI would love to hear your thoughts, feedback, or suggestions on how to improve the architecture!", "url": "https://wpnews.pro/news/samiksha-ai-universal-review-comment-analyzer", "canonical_source": "https://dev.to/techsakhi/samiksha-ai-universal-review-comment-analyzer-1j4a", "published_at": "2026-06-14 19:11:48+00:00", "updated_at": "2026-06-14 19:40:36.118074+00:00", "lang": "en", "topics": ["natural-language-processing", "machine-learning", "ai-products", "developer-tools"], "entities": ["Samiksha AI", "TechSakhi", "GitHub"], "alternates": {"html": "https://wpnews.pro/news/samiksha-ai-universal-review-comment-analyzer", "markdown": "https://wpnews.pro/news/samiksha-ai-universal-review-comment-analyzer.md", "text": "https://wpnews.pro/news/samiksha-ai-universal-review-comment-analyzer.txt", "jsonld": "https://wpnews.pro/news/samiksha-ai-universal-review-comment-analyzer.jsonld"}}