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.
Category share of voice
See what percentage of AI product recommendations in your category feature your brand versus competitors. Track trends over time.
Product page optimisation
Identify which product pages AI engines prefer to cite and why. Get specific recommendations to make more pages citation-worthy.
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
"We discovered AI was recommending our competitor in 80% of 'best' queries in our category. Six months of GEO work later, we've captured 45% share of voice."
AI share of voice gained in 6 months
Related articles
GEO Trends for 2026: The Shifts Reshaping AI Search
The biggest shifts in AI search and what they mean for marketers navigating the new landscape.
How ChatGPT Picks Sources: Reverse-Engineering AI Citations
Reverse-engineering AI citation patterns to understand what makes ChatGPT recommend one brand over another.
