Illustrative case study · E-commerce · Sample data

Doubling citation share in AI product recommendations

An illustrative OClever case study: an e-commerce brand doubled its citation share in AI shopping answers by strengthening the sources engines trust.

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OClever / Sample dashboard

2.1× citation share

Live model
44
68
52
78
71
86
83
92
Week 1Week 8

Visibility score

78.4+8.2

Citation share

32%+4.1

Positive sentiment

86%+2.8

01

Challenge

AI shopping answers recommended competitors' products and cited third-party review pages the brand had never engaged with.

02

Approach

Source analysis revealed the six publishers deciding most category answers. The brand invested in those relationships and made its own product evidence machine-readable.

03

Result

Citation share grew 2.1× within the sample window, and the brand entered the generated shortlist for its top three product categories.

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