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SEO Madmanby Adam Hafez
StudiesAI search

AI citation patterns shift sharply by search intent, Wix data shows

Wix Studio's AI Search Lab found articles win informational queries 2.7x more, and listicles and product pages win commercial and transactional ones.

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Written byAdam Hafez
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A grey shopping cart, evoking the buying-decision stage of a search journey

Key takeaways

  • Wix Studio's AI Search Lab found articles cited 2.7x more on informational queries than on other query intents, reaching a 45.48% citation share there.
  • On commercial queries, listicles reach a 40.86% citation share, nearly double their share on other intent types.
  • On transactional queries, product pages peak at a 24.88% citation share, the highest any format reaches for any single intent in this breakdown.
  • This is the same 75,000-answer, 1,056,727-citation Wix dataset behind this site's earlier format-only report, cut by query intent instead of format alone.
  • Match content format to query intent, not just topic: a listicle written for an informational query competes against articles' 2.7x home-turf advantage.

Wix Studio’s AI Search Lab did not stop at ranking content formats against each other. The same 75,000 AI answers and 1,056,727 citations it pulled from ChatGPT, Google AI Mode and Perplexity also carry a second, sharper cut: how citation share moves once a query’s intent, informational, commercial or transactional, is held constant. This site’s earlier report on citation rates by content format covered the format-only numbers, listicles at 21.9%, articles at 16.7%, product pages at 13.7%, as overall averages across every intent mixed together. The intent breakdown is the piece that number was hiding.

Articles pull ahead sharply on informational queries

Averaged across all query types, Wix found articles cited in 16.7% of citations, third behind listicles and roughly on par with how often they get picked in general. Split out to just informational queries, that share jumps to 45.48%, which the research states directly as articles being “cited 2.7x more for informational queries compared to other intents.” No other format in the dataset moves that far above its own baseline for a single intent category. Listicles, by contrast, sit close to their own average on informational queries, at 21.68%, meaning the informational advantage belongs specifically to articles, not to long-form content generally.

Listicles and product pages each win a different moment in the funnel

Commercial queries, the research, comparison and best-of searches that precede a purchase decision, flip the leaderboard toward listicles. Their citation share reaches 40.86% there, which the study describes as “nearly double other intents,” up from a 21.9% baseline across all query types. Transactional queries, where the asker is closer to buying than comparing, hand the lead to product pages instead: a 24.88% citation share, up from a 13.7% baseline, the highest single-intent share any format reaches anywhere in this breakdown. Read together, the three numbers describe a funnel: articles own the question stage, listicles own the comparison stage, product pages own the point of purchase.

Why we care

A format-only reading of AI citation data, the kind this site already published, tells a publisher which format gets cited most often on average. It does not tell them which format to use for a specific piece of content they are about to write. This intent breakdown does: an informational how-to page structured as a listicle is not competing on listicles’ overall strength, it is competing against articles’ 2.7x advantage on informational queries specifically, on their own turf. The practical move is to match format to the intent behind the query a page is meant to answer, not to default to whichever format wins the leaderboard on average, since that average is really three different leaderboards averaged together.

The evidence

Subject
AI citation patterns by search intent, per Wix Studio's research
Timeframe
Wix Studio AI Search Lab, March 2026
Verified
Yes, against first-party data
Article citation share, informational queries vs. overall average45.48 %
Listicle citation share, commercial queries vs. overall average40.86 %
Product page citation share, transactional queries vs. overall average24.88 %
Measured change
MetricBeforeAfter
Article citation share, informational queries vs. overall average16.7%45.48%
Listicle citation share, commercial queries vs. overall average21.9%40.86%
Product page citation share, transactional queries vs. overall average13.7%24.88%

Sources

  1. 1.The content types most cited by LLMs - Wix Studio, AI Search Lab, March 23, 2026Primary

About the author

Adam Hafez
Adam Hafez

Founder

Founder, UpgradIQ, Inc.

Adam Hafez works on technical SEO and search measurement: how pages get crawled, indexed, ranked and now quoted by answer engines. He founded UpgradIQ, which reads Google Search Console and GA4 to tie ranking movement back to the changes that caused it. He publishes what the data supports and states the limits of it.

  • Technical SEO
  • Search Console and GA4 measurement
  • Answer engine optimization
  • Structured data

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