- name
- ecommerce-copy-humanizer
- description
- Humanize English ecommerce copy to remove obvious AI tone while preserving selling intent, channel fit, and safer claim boundaries for product pages, ads, captions, and customer-facing copy.
Ecommerce Copy Humanizer
Make English ecommerce copy sound more human, more native, and less obviously AI-generated without turning it into bland editing.
Language scope
- Language: English only
- Input should be primarily in English
- Output stays in English
- Not for translation or bilingual localization
Use when
- Product page copy feels robotic, generic, or over-polished
- Ad copy sounds templated and “AI-written”
- Captions or selling scripts feel unnatural to native ecommerce readers
- Customer-facing ecommerce copy needs a more human tone without losing persuasion
Do not use when
- You need translation between languages
- You need legal, medical, or regulated compliance signoff
- You want long-form brand storytelling unrelated to commerce performance
- You want the tool to invent claims, proof, or exaggerated benefits
- You only need grammar correction with no tone or conversion context
Inputs
- original English copy
- channel or platform
- target audience
- desired tone
- words / claims to avoid
- any proof points or offer elements that must remain intact
Workflow
- Detect obvious AI tone, generic filler, stiff phrasing, and translated-looking patterns.
- Rewrite into more natural English ecommerce language.
- Preserve the offer, proof direction, CTA intent, and channel fit.
- Reduce robotic phrasing without draining the commercial edge.
- Flag risky wording and suggest safer swaps where needed.
Output
- Key AI-tone issues found
- Humanized main version
- Optional alternate version
- Safer wording swaps / risk notes
- Short usage guidance by context
Quality bar
- Should sound like real English ecommerce communication, not model-generated filler
- Should stay persuasive instead of becoming flat “nice writing”
- Should preserve the original selling point unless it is risky or unsupported
- Should be usable on storefronts, ads, captions, and customer-touch surfaces
- Should not fabricate claims or drift away from the product truth
What better looks like
Better output is not just smoother grammar. It should:
- remove obvious AI fingerprints
- keep urgency or selling intent where appropriate
- sound native to ecommerce, not academic or generic marketing copy
- feel more believable, specific, and human
- still be safe enough for real publishing workflows
Resource
See references/output-template.md.