A free suite of utilities designed for AI engineers. Debug prompts, optimize costs, and visualize RAG pipelines in real-time.
Estimate text token usage and input cost before sending a model request.
Validate and pretty-print a JSON payload or compact it for copying.
Explore how fixed-size chunks and overlap divide source text for retrieval.
Compare an illustrative monthly API budget across model presets.
Compare image-generation budgets using the tool's provider presets.
Estimate embedding generation cost and compare stored vector-database plan examples.
Build a structured prompt from a task, role, and tone.
Find reusable prompt templates for coding, writing, and analysis.
Browse the historical model comparison snapshot displayed on this page.
Copy example regular expressions for common extraction tasks.
Understanding token usage is the first step to reducing API costs and latency. Our calculators use widely accepted standards.
Don't let broken JSON or bad chunking ruin your RAG pipeline. Visualize your data flow before it hits the model.
All calculations happen client-side. We never send your prompts or data to our servers.