For E-commerce

Appear in AI product recommendations

AI assistants increasingly recommend products. Track whether your brand and products appear in AI shopping suggestions and comparison queries.

The challenges you face

AI shopping assistants don't recommend your products

No data on AI-generated product comparisons

Losing market share to AI-visible competitors

How Refora helps

Product recommendation tracking

Monitor when AI assistants recommend your products in shopping queries. Track mentions across ChatGPT, Perplexity, and Google AI Overviews.

Add structured FAQ schema to pricing pageHigh
Update comparison content with latest dataMedium
Create authoritative guide for primary topicHigh

Category share of voice

See what percentage of AI product recommendations in your category feature your brand versus competitors. Track trends over time.

You34%
Competitor A28%
Competitor B22%
Others16%

Product page optimisation

Identify which product pages AI engines prefer to cite and why. Get specific recommendations to make more pages citation-worthy.

Add structured FAQ schema to pricing pageHigh
Update comparison content with latest dataMedium
Create authoritative guide for primary topicHigh

Review sentiment monitoring

Track how AI summarises customer reviews of your products. Understand the narrative AI engines build about your brand.

12.5%

Visibility Score

47

Citations

5

Platforms

30-day trend

Related articles

Frequently asked questions

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