withsoon

Tools

Interactive AI tools that run in the browser. No API key needed for most.

Token Counter

coming soon

Paste any text and see how many tokens it uses across different models (GPT-4, Claude, Gemini).

Prompt Playground

coming soon

Write a prompt, send it to multiple models at once, and compare the outputs side-by-side.

RAG Pipeline Builder

coming soon

Visual walkthrough: paste documents, chunk them, embed, store, and query — all in the browser.

Embedding Visualizer

coming soon

See how different sentences cluster in embedding space. Useful for understanding semantic similarity.

System Prompt Analyzer

coming soon

Paste a system prompt and get a breakdown: token cost, instruction clarity, potential issues.