AI Prompt Failure Diagnoser for fast browser-based work
Diagnose why an AI answer ignored your request, sounded vague, hallucinated, missed constraints, or used the wrong tone, then copy a repaired prompt.
中文：诊断 AI 回答为什么没有按要求执行、太空泛、编造、遗漏约束或语气不对，并复制修复版 prompt。
Example: Paste your original prompt, the bad AI answer, and what you expected. The tool explains likely failure causes and builds a stronger prompt.
Where this tool fits in real work
Use cases
- Paste the original prompt, the disappointing AI answer, and what you expected before trying the same request again.
- Find missing task verbs, thin context, unclear output format, conflicting constraints, and weak acceptance criteria.
- Copy a repaired prompt that asks the AI to state assumptions, ask only necessary clarifying questions, follow format, and self-check.
Review notes
- This tool does not call another model. It diagnoses common prompt failure patterns locally.
- A repaired prompt improves the next attempt, but factual claims and code still need verification.
- Remove private details before moving a failed prompt and answer between AI tools.
Local-first handling
This page is built as a browser utility. Inputs are processed in the page where possible, with no account requirement and no intentional upload step for the tool workflow.
When to use AI Prompt Failure Diagnoser
Good fit
- Paste the original prompt, the disappointing AI answer, and what you expected before trying the same request again.
- Find missing task verbs, thin context, unclear output format, conflicting constraints, and weak acceptance criteria.
- Copy a repaired prompt that asks the AI to state assumptions, ask only necessary clarifying questions, follow format, and self-check.
Before copying results
- This tool does not call another model. It diagnoses common prompt failure patterns locally.
- A repaired prompt improves the next attempt, but factual claims and code still need verification.
- Remove private details before moving a failed prompt and answer between AI tools.
Use a stricter workflow
If the context includes production secrets, customer records, private research material, or executable scripts, redact first and use a stricter human review workflow.
Keep learning this workflow
Keep working with nearby utilities
AI Prompt Failure Diagnoser questions
Does it call another AI to fix my prompt?
No. It uses local prompt-structure checks and templates in your browser.
What failures can it diagnose?
Vague answers, ignored output format, hallucinated claims, incomplete answers, wrong tone, and non-executable code or steps.
Is this tool free?
Yes. The current Toolkits tools are free to use and do not require an account. If advertising is added later, it should be clearly labeled and kept away from primary tool controls.