Skip to content
← Articles & field notesField note2 min readRevised

Audit whether product titles communicate meaningful differences

Use verified attributes and a valid test; a repeated template does not by itself prove a platform penalty.

A loss cannot exceed 100% of the same revenue base. A gain from a different baseline is a different measure; the title audit does not establish either effect without comparable observations.

A title template is useful when it preserves accurate identity and exposes the facts that distinguish each product. It becomes a problem when its repeated wording crowds those facts out.

The earlier claim that a template costs “139% in lost revenue” was mathematically misleading: a loss relative to the same revenue base cannot exceed 100%. A reported 139% gain from another baseline would be a different measure. This note no longer treats either percentage as established evidence.

Compare these illustrative writing structures:

Article · table 1
PatternBuyer questionRevision principle
Brand + repeated category + size
Which product is this?
Retain identity, then expose the relevant difference
Product + factual distinguishing attribute + variant
Will this fit my use case?
Verify each attribute against the actual page and item
Synonym permutations without new facts
What changed besides the wording?
Remove awkward duplication; do not invent a new claim

A product-specific title can use a template. The template itself does not prove a near-duplicate penalty, an auction Quality Score change or a revenue effect.

Pull twenty real titles. Compare their pages, supported attributes and eligible query coverage. Record what a buyer could not distinguish, revise that specific fact and use the maintained title-audit worksheet to plan an interpretable test.

Take the idea further

Open the title-audit worksheet

Give your growth
an operating team.

Google Ads, Meta Ads and Klaviyo Email/SMS. Buying, creative, copy, pages, testing and optimization—handled by the team that built the AI systems.

Typically live within 48 hours. Once account access and the required assets are ready.

Discuss your growth goalCompare services and fees

Keeping execution in your team?
Book a paid working session or explore licensed systems.