Kill AI Writing Slop in the Prompt with 50+ Bans
Paste this universal prompt template into any LLM to ban 50+ cliché words/patterns upfront, forcing clean drafts for emails, posts, and reports that skip manual edits.
Core Prompt Framework Prevents Generic AI Output
Embed 50+ banned words (delve, tapestry, it's worth noting), sentence patterns ("It isn’t just X, it’s Y"), and openings ("In today’s fast-paced world") directly in your prompt. Specify outline, section order, and paragraph rules to override LLM defaults like listicles or five-part structures. Add audience details and source material for accuracy guardrails that block overstatements or fabrications. Result: Drafts match your voice from generation, cutting edit time to near zero across emails, blog posts, reports, proposals, and scripts.
Repeatable Workflow Scales Across LLMs
Copy-paste the template into ChatGPT, Claude, or any LLM—no setup or skills needed. Fill topic and audience fields once per piece. Reuse identically for every draft, building consistency without per-project reinvention. Trade-off: Rigid bans enforce style but require upfront prompt tweaks for niche tones; still faster than rewriting slop.
Two-Model Editing Accelerates Cleanup
Generate initial draft with anti-slop prompt, then feed to a second LLM instance auditing against the same rules. It flags violations for a quick human final pass, not full rewrite. This halves editing from hours to minutes, as proven over three years at Towards AI handling high-volume content.