OECD aligned example group · 6 comparisons

Social proof interface examples

Uses claimed behaviour, approval or popularity among other people to accelerate or steer a decision.

Select one example to inspect the complete problematic and neutral HTML interfaces. These fictional comparisons support learning and review. The group is a working taxonomy, not a statutory category or a conclusion that a particular interface is unlawful.

Activity messages

Randomised recent-purchase notification

Product pagePricing

A fictional store displays “12 people bought this in the last hour” using a random number unrelated to completed orders.

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Activity messages

Fabricated named signup notification

Course landing pagePricing

A fictional course page rotates messages such as “Mia from Berlin just enrolled” using invented names and locations rather than completed enrolments.

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Popularity claims

“Most popular” has no defined metric

Subscription plansPricing

A fictional service labels its highest-margin plan “Most popular” without recording sales, selection period or the population being measured.

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Popularity claims

Bestseller badge follows margin rather than sales

Marketplace resultsPricing

A fictional marketplace assigns “Bestseller” to whichever item yields the highest commission, regardless of units sold.

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Testimonials or endorsements

Paid creator recommendation lacks disclosure

Social product landing pagePricing

A fictional creator calls a skincare product a personal favourite and links to purchase without disclosing payment until the bottom of a collapsed caption.

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Testimonials or endorsements

Employee review presented as independent expertise

Software comparison pagePricing

A fictional software company publishes a five-star quote from its product manager under an “Independent experts recommend” heading.

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Sources used across this example group

Evidence base

Sources

  1. Dark commercial patternsOrganisation for Economic Co-operation and Development · Secondary · checked 2026-09-14 · OECD Digital Economy Papers No. 336
  2. Competition and Consumer Amendment (Unfair Trading Practices) Act 2026Federal Register of Legislation · Primary · checked 2026-09-14 · C2026A00064