See how system prompts, examples, retrieval chunks, and output reserve fit inside a model context window.
A live context budget planner for prompt-heavy workflows. Add system instructions, prompt text, examples, retrieval chunks, tool schemas, and output reserve to see what fits and what overflows. Handy for RAG prompts, agent builders, and long-context evaluations.
Got questions? We’ve got answers. Here are some of the most common inquiries about Context Window Visualizer.
Context window visualizer
Budget rule
Keep 15-25% headroom in context windows. Retrieval chunks, tool schemas, and output reserve can crowd the prompt faster than expected — especially on 8k and 32k models.