Build workflow

AI Prompt Planning Workflow

Prepare prompts, retrieved context, expected output, cost, and injection checks before sending work to an AI model.

What you should have at the end
Prompt package
Token budget
Context plan
Chunking plan
Cost estimate
Safety notes
1

Count the prompt

Check whether the prompt leaves room for examples, retrieved context, and output.

Open AI Token Counter
2

Plan the context window

Reserve space for instructions, user content, tool messages, and final answer.

Open Context Window Planner
3

Shape retrieval chunks

Split long source material into overlap-aware chunks for RAG or knowledge workflows.

Open RAG Chunking Tool
4

Check safety and cost

Estimate API cost and scan untrusted text for prompt-injection patterns.

Open Prompt Injection Scanner