PromptLensAI is an AI powered prompt coaching tool and LLM observability platform built using Python, Streamlit, and Ollama that evaluates prompts across clarity, context, constraints, specificity, and actionability dimensions while analyzing token usage, latency, and context utilization to generate actionable prompt optimization recommendations.