Ecommerce Copy Humanizer

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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.

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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

1. Detect obvious AI tone, generic filler, stiff phrasing, and translated-looking patterns. 2. Rewrite into more natural English ecommerce language. 3. Preserve the offer, proof direction, CTA intent, and channel fit. 4. Reduce robotic phrasing without draining the commercial edge. 5. Flag risky wording and suggest safer swaps where needed.

Output

1. Key AI-tone issues found 2. Humanized main version 3. Optional alternate version 4. Safer wording swaps / risk notes 5. 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.