

Your share of AI recommendations over time, by brand and category, with product ranks for each model, persona and market. Declining, unranked and vulnerable products are flagged.

Overtakes, new entrants and rising threats in your categories over the last seven days, so category managers act before a quarter is lost.

Which pages AI cites when it recommends in your category: your brand site, each retailer, review and editorial sites. Citations are the new backlinks; this shows where to earn them.
Go beyond the final recommendation to uncover the background searches AI runs, the sources it trusts, and the search opportunities where your products are missing. Understand how AI researches your category and where you can strengthen your visibility.
Novi runs AI shopping trials daily for every category, persona, model and market you track.
Results roll up into one Command Center: share of voice, top products, performance wins and competitor alerts.
Filter by brand, persona, model and timeframe; drill from a category down to one product and the sources behind its rank.
When a model update reshapes a category, you see it in the trend, not in next quarter's sales.
Novi complements your existing AI visibility tools with category-level intelligence that reveals what drives product recommendations, where your products fall short, and which optimizations matter most.
Talk to salesAI Visibility Analytics measures how products perform in AI-powered search and recommendations. Novi tracks product rankings, share of voice, competitor performance, and citation sources to help brands understand their visibility across AI shopping experiences.
Traditional AI visibility tools often focus on brand mentions and responses to predefined prompts. Novi measures performance at the product and category level, showing which products AI considers, which products it recommends, and how their rankings compare with competitors.
Novi tracks product visibility and recommendations across ChatGPT, Gemini, Perplexity, and Claude. Brands can analyze performance by AI engine, product category, and other relevant dimensions to understand differences in recommendation behavior.
Yes. Novi identifies the websites and sources AI references when evaluating products within a category, including retailer pages, brand websites, third-party reviews, and editorial content. This helps brands understand where their products are represented and where additional product information or authority may be needed.