Prompt Refiner

Turn messy input into structured, AI-optimized prompts on the first try.

When to Use

• Voice transcription input (speech-to-text)
• Casual, informal, or mixed-language requests (English + Chinese)
• Vague or ambiguous requests (missing target, unclear scope)
• Complex multi-step tasks that benefit from chaining
• Before destructive actions (delete, restart, deploy)

Skip if: request is already specific, task is simple/low-stakes, or user says "just do it."

Core Framework: TCREI

Google's prompt engineering framework — apply to every refined prompt: