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Bhoomika B

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Jul 2026

Smart Prompt Analyzer and Recommendation System: An Ollama-Based Local LLM Platform for Prompt Quality Analysis and Optimization

The Smart Prompt Analyzer and Recommendation System is presented, a Flask-based web platform that generates, analyzes and optimizes prompts using a completely self-hosted Large Language Model served through Ollama with the Qwen2.5:3B-Instruct model, and demonstrates that pairing local LLM inference with structured prompt-quality evaluation can make prompt engineering accessible to users with no prior background in the discipline.

Bhoomika B, Nagamani H M, T. Vasudev · 0 citations

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