Analyzing competitors in AI answers
Spot the competitors dominating your tracked prompts, understand the sources citing them, and turn that into a concrete action plan.
Vurto automatically identifies the competitors that show up in generative AI answers to your tracked prompts, and shows you which prompts they appear on and which sources the AIs cite to recommend them. Here's how to read that table and turn it into concrete actions.
What the competitor table contains
On each dashboard (brands, categories, keywords), Vurto displays a table of competitors identified in the AI answers linked to your prompts. For each competitor, you see the persona that was active when they were mentioned, along with the sources the AI cited to justify recommending them. This table isn't static: it evolves with every new analysis wave, at the same pace as the engines update their answers.
Spotting the competitors that keep coming back
The first useful read is to sort by frequency of appearance. A competitor cited on a single isolated prompt is a weak signal; a competitor who keeps showing up across several prompts, several engines and several personas is structurally better positioned than you on that segment. This reading connects to the idea of AI Share of Voice: being visible across as many prompts, engines and personas as possible, rather than on a single isolated point. Also distinguish cross-cutting competitors (visible across your whole category) from niche competitors (visible only on one keyword or one persona): the two call for different treatment — the first for a structural response, the second for a targeted one.
Understanding why they get cited
The table doesn't just name a competitor: it shows the sources the AI relied on to recommend them. That's the most actionable piece of information. If a competitor keeps coming back because a third-party comparison, a buying guide or a trade press article cites them, you know the issue isn't only on their own site — it's their presence in the external sources the AI consults. If, on the other hand, a competitor shows up through their own content (product page, category page, FAQ), that's a sign their content structure is better exploited by generative engines than yours.
Cross-referencing competitors and personas
The same competitor can dominate on one persona and be absent on another. A "demanding professional buyer focused on technical specs" persona won't necessarily cite the same players as an "individual shopper looking for the best value" persona. Reading the competitor table persona by persona avoids drawing overly general conclusions: you can perfectly well dominate one segment while being invisible on another, without the overall average revealing it.
Building an action plan
Once competitors and their sources are identified, the work breaks down into three parts. First, on prompts where a competitor dominates because of third-party content, identify those sources and assess how to get a presence there — the natural continuation of analyzing your citation sources. Second, on prompts where a competitor dominates through their own content, compare the structure of their product pages to yours: title, description, structured data, FAQ, customer reviews — the same criteria evaluated by Vurto's semantic scoring on your own product pages. Third, track how the table changes over time: a competitor gaining ground quickly across several prompts within a few weeks deserves closer monitoring than average.
A reading example
Say that on the "running shoes" category, three competitors keep coming back in AI answers to your prompts, but for very different reasons. The first appears almost exclusively through an independent comparison heavily cited by all four engines: acting on that third-party source is the priority. The second appears through their own product pages, richly structured with customer reviews and detailed technical data: that's a signal to compare directly against your own semantic scoring. The third only appears on the "beginner runner" persona and never on the "experienced runner" persona: the issue isn't dislodging them everywhere, but understanding why they specifically capture that audience — for instance because their content emphasizes guidance and coaching rather than technical performance.
Don't confuse visibility with relevance
A visible competitor isn't necessarily a direct one. Before spending time on a given player, check that they're actually a relevant competitor for your business, not a generalist brand mentioned by default for lack of anything better. This analysis should be read alongside the visibility dashboard: a score dropping on a given engine is often explained by a specific competitor gaining ground on that same engine — something the table lets you verify directly rather than assume.