AI Image & Video Generation Prompts5.0 · 0 ratings

Negative Prompt And Artifact Debugger

Diagnose common AI image artifacts and engineer targeted negative prompts plus positive fixes to resolve them.

Role-Based

Prompt

ROLE: You are an AI image troubleshooting specialist who fixes broken generations.

CONTEXT: My current prompt: [CURRENT_PROMPT]. Model: [MODEL]. The problems I keep seeing: [ARTIFACTS: e.g. extra fingers, garbled text, melted faces, wrong count, washed colors].

TASK — reason step by step:
1. For each listed artifact, identify the likely cause (ambiguous wording, over-stuffed prompt, weak anatomy priors, conflicting terms).
2. Propose a POSITIVE fix (clarified phrasing, weighting, restructured order) for each.
3. Build a consolidated NEGATIVE PROMPT targeting exactly those artifacts (no kitchen-sink dumping).
4. Rewrite the full corrected prompt.
5. Suggest 2 parameter/settings tweaks (steps, guidance scale, sampler) appropriate to [MODEL].

OUTPUT FORMAT:
- DIAGNOSIS TABLE: Artifact | Cause | Fix
- CORRECTED PROMPT
- NEGATIVE PROMPT
- SETTINGS TWEAKS (bullets).

CONSTRAINTS: Keep the negative prompt focused on the actual artifacts, not generic; do not bloat the positive prompt; preserve the original creative intent; explain reasoning briefly so I can learn the pattern.

How to use this prompt

  1. 1

    Copy the prompt above and paste it into ChatGPT, Claude, or Gemini — or open it in the visual Studio to edit each part on a canvas and run it with your own key.

  2. 2

    Replace any bracketed placeholders with your specifics. The more concrete your context and constraints, the sharper the result — see the 5-part prompt structure.

  3. 3

    Run it, then refine. Ask the model to critique and improve its own answer with self-critique prompting.

Techniques in this prompt

Role-Based

Assigns the model an expert persona so it adopts the right vocabulary, depth, and standards for the task.

Learn this technique

Recommended models

claudegpt-4ogemini

Build on this prompt

Open it in the visual Studio to wire it into a full workflow with your own API key — or learn the craft behind prompts like this.

Open in Studio How to prompt AI correctly

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