https://ai-blog.noorshomelab.dev/tags/cost-saving/Recent content in Cost Saving on AI VOIDHugoenSat, 15 Nov 2025 03:00:00 +0000https://ai-blog.noorshomelab.dev/json-toon-for-ai-guide/project-optimizing-llm-prompts-with-toon/Sat, 15 Nov 2025 03:00:00 +0000https://ai-blog.noorshomelab.dev/json-toon-for-ai-guide/project-optimizing-llm-prompts-with-toon/<h1 id="guided-project-2-optimizing-llm-prompts-with-toon">Guided Project 2: Optimizing LLM Prompts with TOON</h1> <p>In this project, you will experience firsthand the token efficiency of TOON by refactoring a prompt that uses a verbose JSON input into a more compact TOON equivalent. You will measure the token savings and understand how this translates to cost reduction and potentially improved LLM performance.</p> <p><strong>Project Objective:</strong> Optimize an LLM prompt for a sales AI agent by converting its data input from JSON to TOON, focusing on token count reduction.</p>