Robotic AI tone
Removes polished but empty prose, mechanical transitions, repetitive sentence shapes, and language that sounds generated rather than written.
Free language skill for ChatGPT, Claude, Gemini, and others
Make AI writing sound precise, direct, and human.
Clean Language removes the habits that make generated prose irritating: robotic tone, filler, fake enthusiasm, contrast framing, repeated conclusions, business jargon, excessive bullets, em dashes, en dashes, and the familiar vocabulary of generic AI writing.
It preserves facts, technical meaning, legal wording, standards language, and useful domain terminology.
No dash theatreRemove unnecessary em dashes and en dashes.
No fake contrastStop the repeated “not X, but Y” pattern.
No corporate fogReplace filler and vague jargon with the actual point.
No semantic damagePreserve facts, obligations, evidence, and technical meaning.
What Clean Language fixes
The writing patterns people notice immediately.
Contrast framing
Rewrites formulas such as “it is not X, it is Y,” “not because X, but because Y,” and “this is not merely X.”
Em dash and en dash overuse
Uses commas, colons, parentheses, or complete sentences where they communicate the idea more cleanly.
AI filler words
Challenges phrases such as “it is important to note,” “at its core,” “in today’s landscape,” “delve,” “tapestry,” “leverage,” and “unlock.”
Fake enthusiasm
Removes automatic praise, reassurance, validation, inspirational framing, and unsupported claims that something is critical or transformative.
Over explaining
Cuts repeated conclusions, unnecessary summaries, obvious implications, long introductions, and paragraphs that announce what the next paragraph will say.
Bullet list abuse
Uses lists when they improve comprehension. It does not convert every answer into a staircase of shallow bullet points.
Hidden ownership
Names the person, team, system, control, consequence, or required action when vague language would conceal responsibility.
Artificial balance
Stops forcing a positive counterpoint after every criticism. Findings remain clear unless mitigating evidence changes the conclusion.
Designed for real work
Cleaner writing without losing precision.
Many AI humanizer tools optimize for detector scores. Clean Language optimizes for meaning, clarity, accountability, and natural cadence.
It supports executive communication, technical documentation, governance material, policies, incident updates, reports, email, Teams, Slack, LinkedIn, and general prose.
Example prompt
Apply Clean Language to this draft.
Preserve every fact and technical term.
Remove filler, contrast framing,
unnecessary dashes, and generic AI tone.Before and after
Less ceremony. More information.
Generic AI prose
It is important to note that the current implementation is not merely a technical challenge. It is a broader transformation opportunity that can unlock meaningful value across the organization.
Clean Language
The current implementation lacks an accountable owner, a tested recovery path, and evidence that the control operates as designed.
Questions
What Clean Language is for.
Is Clean Language an AI humanizer?
It can make AI-generated text sound more natural, but it does not deliberately introduce mistakes or optimize for AI detector evasion. It improves the writing itself.
Does it ban every em dash, en dash, adverb, or passive sentence?
No. It removes patterns that add noise and preserves constructions that carry precise meaning. You can instruct it to prohibit dashes when that is your preference.
Can it clean writing produced by ChatGPT, Claude, Gemini, Copilot, or another model?
Yes. The rules are model-independent and can be used as a skill, project instruction, system prompt, Gem, or editorial checklist.
Is it suitable for technical and policy writing?
Yes. The precedence rules protect commands, identifiers, legal language, obligations, standards terminology, factual qualifications, and domain-specific vocabulary.
Is it free?
Yes. Clean Language is licensed under Creative Commons Attribution-ShareAlike 4.0 International.
Stop publishing generic AI prose.
Set up the skill, apply it to your next draft, and keep the meaning intact.
Detailed installation instructions