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Image remix / FIELD GUIDE

Which adjectives in AI product copy need evidence?

Review adjectives as claims, not just style. A short word can imply a comparison, performance level or suitability that the source does not establish. Replace unsupported adjectives with concrete verified attributes or obtain the evidence needed to use them.

01 / WHICH ADJECTIVES IN AI PRODUCT COPY NEED EVIDENCE?

Underline the implied promise

For an illustrative bag draft, “lightweight,” “durable” and “weatherproof” carry different burdens. A photograph of a slim bag does not prove its mass or resistance to rain. Ask what a reasonable reader would expect from the word and which product record supports that expectation.

Do not solve the problem by adding “designed to” to every unsupported claim. That phrase can still communicate a performance promise. Keep material, construction and intended use distinct from measured outcomes.

02 / WHICH ADJECTIVES IN AI PRODUCT COPY NEED EVIDENCE?

Build an adjective audit

Draft phraseQuestionPossible revision
LightweightCompared with what mass?Verified weight if available
ComfortableWhat evidence and context?Describe padding without outcome
PremiumWhich concrete attribute?Approved material or finish
WaterproofWhich verified scope?Use approved specification only

These are editorial examples, not legal definitions or compliance advice. Specialized health, safety and environmental claims need appropriate expert review and evidence.

03 / WHICH ADJECTIVES IN AI PRODUCT COPY NEED EVIDENCE?

Review image and copy together

A dry product shown under a fictional rainstorm can strengthen an unsupported weather-resistance claim even if the caption stays vague. Remove or revise the scene when it implies a capability the product owner has not approved. The review covers the whole communication.

04 / WHICH ADJECTIVES IN AI PRODUCT COPY NEED EVIDENCE?

Keep a rejected-phrase list

Save the exact unsupported wording and reason with the brief. Use it in later poster and video reviews so the same phrase does not return through a different channel. Read verified benefits for positive rewriting and prop-implied claims for visual language.

05 / WHICH ADJECTIVES IN AI PRODUCT COPY NEED EVIDENCE?

A concrete replacement example

A fictional headphone draft says “all-day comfort,” but its source sheet contains only a photographed padded headband and fabric ear cushions. Replace the unsupported outcome with the verified construction details, or request appropriate evidence from the product owner. Inspect the scene for implied claims too: a marathon workday story can reinforce the same unsupported promise. Save the rejected phrase with the reason and approved alternative. The writer now has a repeatable factual boundary, rather than a vague instruction to make the copy sound less exaggerated.

Published by ItemlumePublished Updated Evidence and editorial policy
SOURCES & SCOPE

Sources and further reading

Sources for this page were checked on . Platform rules can change; verify the current source before publishing. Prompt examples and workflow recommendations are Itemlume editorial guidance, not independently measured results.

QUESTIONS, ANSWERED

Frequently asked questions

Are adjectives harmless because they contain no number?

They can imply factual performance or comparison.

Does “designed to” remove the need for evidence?

No. Review the resulting promise.

Can a scene create an unsupported claim?

Yes. Review imagery with the copy.

BUILD FROM A PRODUCT YOU KNOW

Put this workflow into practice with your own product.

Explore the relevant tool first. AI copy and concept planning are free after sign-in. Image and video generation require available credits and the applicable account access.

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