Prime Model Visibility Components in ChatGPT, AI Mode, and AI Overviews (75k Manufacturers Studied)

Editorial Team
14 Min Read


Contents
YouTube mentions present the strongest correlation with AI visibility (~0.737), outperforming each different issue throughout ChatGPT, AI Mode, and AI Overviews. YouTube mentions correlate barely extra strongly than YouTube point out impressions throughout all platforms (~0.737 vs ~0.717). Branded internet mentions nonetheless correlate extremely with AI visibility (0.66–0.71). ChatGPT reveals weaker correlations with basic authority metrics—like branded search quantity (0.352) and DR (0.266). There’s virtually no relationship between content material quantity—variety of website pages (~0.194)—and AI visibility. AI Mode constantly reveals the best correlations with branded authority indicators—akin to branded anchors (0.628) and branded search quantity (0.466). All three AI assistants largely point out the identical manufacturers, demonstrated by a excessive output overlap correlation (0.779). Methodology We filtered for domains with DR > 40 and took their highest quantity key phrase with a month-to-month search quantity of at the very least 800. These thresholds helped us higher discover professional manufacturers at scale—domains assembly our standards had been extra more likely to symbolize precise corporations slightly than generic key phrases or non-brand entities. Although not an ideal calculus, it labored fairly nicely in serving to us discover 75,000 manufacturers. Following that, we analyzed hundreds of thousands of AI responses to search out mentions of these manufacturers utilizing Ahrefs Model Radar. In Model Radar, ChatGPT, Copilot, Gemini and Perplexity share the identical query pool—whereas AI Overview and AI Mode share one other. We’ve included AI Overview information from our earlier analysis this yr for benchmark comparisons throughout all three platforms. We used the Spearman correlation coefficient to research the info on this research–bigger constructive values replicate stronger constructive correlations. The same old disclaimer applies: correlation isn’t causation. We’ve noticed patterns between search metrics and AI mentions, however that doesn’t imply bettering these metrics will robotically increase your AI visibility.  YouTube mentions present the strongest correlation Model mentions are nonetheless essential for AI visibility Hyperlink and content material quantity has little influence on AI visibility AI Mode rewards established manufacturers greater than rising ones ChatGPT appears to be much less influenced by model authority AI Overviews worth DR greater than another assistant ChatGPT mentions align with robust promoting presence The massive manufacturers all the time come out on prime What this implies for smaller manufacturersWrapping up

Increasing on one among our hottest AI Overview research, we’ve analyzed 75,000 manufacturers to see which search components are most probably to affect model mentions in ChatGPT, AI Mode, and AI Overviews.

Let’s get into it.

  • YouTube mentions present the strongest correlation with AI visibility (~0.737), outperforming each different issue throughout ChatGPT, AI Mode, and AI Overviews.
  • YouTube mentions correlate barely extra strongly than YouTube point out impressions throughout all platforms (~0.737 vs ~0.717).
  • Branded internet mentions nonetheless correlate extremely with AI visibility (0.66–0.71).
  • ChatGPT reveals weaker correlations with basic authority metrics—like branded search quantity (0.352) and DR (0.266).
  • There’s virtually no relationship between content material quantity—variety of website pages (~0.194)—and AI visibility.
  • AI Mode constantly reveals the best correlations with branded authority indicators—akin to branded anchors (0.628) and branded search quantity (0.466).
  • All three AI assistants largely point out the identical manufacturers, demonstrated by a excessive output overlap correlation (0.779).

Methodology

We filtered for domains with DR > 40 and took their highest quantity key phrase with a month-to-month search quantity of at the very least 800.

These thresholds helped us higher discover professional manufacturers at scale—domains assembly our standards had been extra more likely to symbolize precise corporations slightly than generic key phrases or non-brand entities.

Although not an ideal calculus, it labored fairly nicely in serving to us discover 75,000 manufacturers.

Following that, we analyzed hundreds of thousands of AI responses to search out mentions of these manufacturers utilizing Ahrefs Model Radar.

In Model Radar, ChatGPT, Copilot, Gemini and Perplexity share the identical query pool—whereas AI Overview and AI Mode share one other.

We’ve included AI Overview information from our earlier analysis this yr for benchmark comparisons throughout all three platforms.

We used the Spearman correlation coefficient to research the info on this research–bigger constructive values replicate stronger constructive correlations.

The same old disclaimer applies: correlation isn’t causation.

We’ve noticed patterns between search metrics and AI mentions, however that doesn’t imply bettering these metrics will robotically increase your AI visibility. 

YouTube mentions present the strongest correlation 

We studied two new components in our analysis this time round: “YouTube mentions” and “YouTube point out impressions”—utilizing newly out there information in Ahrefs Model Radar.

A gif showing YouTube Monitoring tool in Ahrefs Brand Radar, loaded for the brand "Ahrefs". The cursor clicks on a "mentions" tab which reads "Number of videos that mention the entity at least once", accompanied by a trend chart of mentions over time. Then it clicks on  "impressions" tab reading "Mentions weighted by views to estimate visibility" and the trend chart changes to reflect YouTube mention impressionsA gif showing YouTube Monitoring tool in Ahrefs Brand Radar, loaded for the brand "Ahrefs". The cursor clicks on a "mentions" tab which reads "Number of videos that mention the entity at least once", accompanied by a trend chart of mentions over time. Then it clicks on  "impressions" tab reading "Mentions weighted by views to estimate visibility" and the trend chart changes to reflect YouTube mention impressions

Each correlated extra strongly with AI visibility than anything, beating even “Branded internet mentions”, which initially topped the checklist.

Ahrefs AI visibility correlation study: Horizontal bar chart showing correlation values between various brand metrics and AI mentions for ChatGPT, AI Mode, and AI Overviews, with YouTube metrics showing highest correlations (0.7+).Ahrefs AI visibility correlation study: Horizontal bar chart showing correlation values between various brand metrics and AI mentions for ChatGPT, AI Mode, and AI Overviews, with YouTube metrics showing highest correlations (0.7+).

To make clear, “YouTube mentions” check with any time a model title crops up in a YouTube video title, transcript, or description—and “YouTube point out impressions” are these mentions weighted by the variety of views every video acquired—information you possibly can see in our YouTube index in Model Radar.

YouTube Mentions and Impressions highlighted in Ahrefs Brand RadarYouTube Mentions and Impressions highlighted in Ahrefs Brand Radar

When manufacturers are talked about extra on YouTube, they’re extra more likely to present up throughout all three AI surfaces.

Each AI Mode and AI Overviews are owned by Google—the identical father or mother firm as YouTube—and cite YouTube greater than another area.

It’s not exhausting to see why YouTube mentions may carry additional weight on these platforms.

Two line graphs showing citation trends over time for 6 domains (YouTube, Wikipedia, Reddit, etc.), with YouTube showing highest growth to 22M citations.Two line graphs showing citation trends over time for 6 domains (YouTube, Wikipedia, Reddit, etc.), with YouTube showing highest growth to 22M citations.

However ChatGPT—owned by OpenAI—confirmed virtually equivalent correlations, and YouTube is its sixth most-cited area.

Ahrefs Brand Radar cited domains repor table for ChatGPT showing 6 selected domains with AI responses, volume, and pages metrics. Wikipedia leads with 2.1M responses, Reddit has 2M, followed by 4 other sites.Ahrefs Brand Radar cited domains repor table for ChatGPT showing 6 selected domains with AI responses, volume, and pages metrics. Wikipedia leads with 2.1M responses, Reddit has 2M, followed by 4 other sites.

In different phrases, this isn’t only a “Google” factor.

The connection between “YouTube mentions” and AI visibility holds up, no matter AI platform.

And YouTube doesn’t simply make up AI assistant output—it’s additionally a part of the coaching information.

Each Google and OpenAI have educated their fashions on YouTube transcripts.

In truth, The New York Instances reported that OpenAI’s GPT-4 mannequin was educated on over one million hours of YouTube transcriptions, treating them as an enormous pure language dataset.

Whenever you understand YouTube information is so closely baked into each the enter and output of AI assistants, these YouTube correlations change into much less shocking and extra inevitable.

One other fascinating discovering: the amount of “YouTube mentions” appears to matter ever-so-slightly greater than the attain.

Ahrefs AI visibility correlation study: Bar chart comparing correlation values (0.712-0.740) between ChatGPT, AI Mode, and AI Overviews for YouTube mentions and impressions across 75K brands.Ahrefs AI visibility correlation study: Bar chart comparing correlation values (0.712-0.740) between ChatGPT, AI Mode, and AI Overviews for YouTube mentions and impressions across 75K brands.

Sidenote.

It’s necessary to notice that the “Branded internet mentions” we studied additionally included mentions from youtube.com—however solely when the model appeared within the video title—not within the transcript.

Manufacturers don’t look like at an enormous drawback in the event that they’re talked about in low-view movies, as long as they’re talked about broadly.

Model mentions are nonetheless essential for AI visibility 

Again in our first research, “branded internet mentions” correlated strongly with AI visibility. That’s nonetheless true at present.

Extra internet mentions means extra visibility throughout each AI platform we studied—not simply AI Overviews.

Ahrefs AI visibility correlation study: Horizontal bar chart comparing correlation values between ChatGPT, AI Mode, and AI Overviews across 5 metrics. YouTube mentions show highest correlation (~0.74), branded search volume lowest (~0.35-0.47).Ahrefs AI visibility correlation study: Horizontal bar chart comparing correlation values between ChatGPT, AI Mode, and AI Overviews across 5 metrics. YouTube mentions show highest correlation (~0.74), branded search volume lowest (~0.35-0.47).

Manufacturers with extra mentions throughout totally different contexts (weblog posts, anchors, video transcripts, descriptions, titles) usually tend to seem in AI responses.

“Branded anchors” (the seen, clickable textual content in a hyperlink that options the model title) and “branded search quantity” (the full search quantity of all key phrases containing the model title) additionally correlated with AI visibility—however to a lesser extent.

Finally, these model status indicators appear to be essential for visibility in AI, counting for extra even than area power (DR) and basic search engine optimization authority metrics.

Hyperlink and content material quantity has little influence on AI visibility 

As soon as once more, we discovered very weak correlations between hyperlink metrics (“variety of backlinks” and “URL score”) and model mentions throughout all AI programs.

And there seems to be virtually no relationship between content material quantity (“variety of website pages”) and AI visibility.

Ahrefs AI visibility correlation study: Horizontal bar chart comparing correlation values for ChatGPT, AI Mode, and AI Overviews across three metrics: backlinks, site pages, and URL rating. AI Mode shows highest correlations.Ahrefs AI visibility correlation study: Horizontal bar chart comparing correlation values for ChatGPT, AI Mode, and AI Overviews across three metrics: backlinks, site pages, and URL rating. AI Mode shows highest correlations.

Currently, I’ve seen a number of search engine optimization specialists advising individuals to spend money on programmatic content material to drive up AI visibility.

However, going by the correlation information, this doesn’t appear to be the most effective plan of action.

Within the phrases of our Director of Content material, Ryan Legislation, “It’s not only a content material creation arms race.”

The identical goes for hyperlink constructing—it isn’t sufficient to construct tons of hyperlinks for quantity’s sake.

What issues most is getting talked about throughout a broad scope of websites.

AI Mode rewards established manufacturers greater than rising ones 

AI Mode reveals constantly stronger correlations with conventional model indicators than ChatGPT or AI Overviews:

  • Branded internet mentions (0.709 vs. 0.664 and 0.656)
  • Branded anchors (0.628 vs. 0.511 and 0.527)
  • Branded search quantity (0.466 vs. 0.352 and 0.392)
  • Branded site visitors (0.357 vs. 0.235 and 0.274)

Ahrefs AI visibility correlation study: Horizontal bar chart comparing correlation values for ChatGPT, AI Mode, and AI Overviews across 5 metrics: web mentions, anchors, search volume, and traffic.Ahrefs AI visibility correlation study: Horizontal bar chart comparing correlation values for ChatGPT, AI Mode, and AI Overviews across 5 metrics: web mentions, anchors, search volume, and traffic.

This sample means that AI Mode acts as a kind of consensus engine, recommending manufacturers that most individuals already know and seek for.

AI Mode can also be the one platform the place branded anchors cross into “robust” correlation territory (usually 0.6+), whereas the opposite two platforms present reasonable correlations within the 0.5 vary.

Ahrefs AI visibility correlation study: Horizontal bar chart showing correlation coefficients: Branded web mentions (0.709), Branded anchors (0.628), and Branded search volume (0.466) with brand appearance.Ahrefs AI visibility correlation study: Horizontal bar chart showing correlation coefficients: Branded web mentions (0.709), Branded anchors (0.628), and Branded search volume (0.466) with brand appearance.

Branded anchors are extra than simply mentions—they’re deliberate endorsements the place somebody has chosen to hyperlink to your model by title.

They sit on the intersection of brand name recognition (individuals utilizing your model title) and authority (individuals linking to you).

AI Mode appears to weigh these sorts of intentional model references extra closely than the opposite platforms—that means your model’s anchors may depend for extra if you wish to present up in AI Mode.

For rising manufacturers that haven’t but made it to “family title” standing, AI Mode looks as if it might be the toughest platform to interrupt into.

ChatGPT appears to be much less influenced by model authority 

ChatGPT reveals the weakest correlations of all three AI assistants for nearly each conventional model authority sign—“branded anchors”, “branded search quantity”, “branded site visitors”, “DR”, “variety of backlinks” and so forth.

It appears to be much less influenced by established model dominance than AI Mode or AI Overviews.

Ahrefs AI visibility correlation study: Bar chart showing correlation values between AI mentions and various SEO factors for ChatGPT, AI Mode, and AI Overviews across ~75K brands.Ahrefs AI visibility correlation study: Bar chart showing correlation values between AI mentions and various SEO factors for ChatGPT, AI Mode, and AI Overviews across ~75K brands.

This may occasionally imply it’s extra more likely to point out manufacturers with various digital profiles—not simply the heavyweights.

Google’s AI merchandise faucet into many years of search high quality algorithms, serving to them assess and rank websites based mostly on tons of high quality components.

Although ChatGPT has its personal strategies of prioritization, it doesn’t have the identical superior rating programs baked in, which could clarify why it doesn’t correlate as intently with the “basic” components we’ve studied.

For a model with modest search quantity, backlinks, and internet mentions, ChatGPT could also be the most effective entry level into AI visibility, because it seems to be much less closely gated by conventional search engine optimization authority metrics.

AI Overviews worth DR greater than another assistant 

Except for “YouTube mentions”, “area score” is without doubt one of the solely components the place AI Overviews present stronger correlations.

Ahrefs AI visibility correlation study: Bar chart showing correlation values for DR (Domain Rating): ChatGPT 0.266, AI Mode 0.285, AI Overviews 0.326 with AI mentions.Ahrefs AI visibility correlation study: Bar chart showing correlation values for DR (Domain Rating): ChatGPT 0.266, AI Mode 0.285, AI Overviews 0.326 with AI mentions.

That stated, the distinction is modest, and DR is a mid-tier correlating issue—a lot weaker than branded indicators like “branded internet mentions” and “branded anchors”.

AI Overviews ship factual, one-shot solutions to informational queries—not like AI Mode and ChatGPT, which deal with conversational back-and-forth.

Having only one likelihood to reply appropriately with restricted context might clarify why they favor high-DR sources barely extra.

ChatGPT mentions align with robust promoting presence 

Of all three AI programs studied, ChatGPT model mentions correlate closest with advert metrics.

Ahrefs AI visibility correlation study: Horizontal bar chart showing correlation values for ChatGPT, AI Mode, and AI Overviews with ad traffic (0.286, 0.254, 0.216) and ad cost (0.273, 0.249, 0.215).Ahrefs AI visibility correlation study: Horizontal bar chart showing correlation values for ChatGPT, AI Mode, and AI Overviews with ad traffic (0.286, 0.254, 0.216) and ad cost (0.273, 0.249, 0.215).

At first look, that is pretty shocking—you’d assume Google-owned properties would present nearer correlations to their very own advert information.

This doesn’t imply ChatGPT straight rewards advert spend, however that manufacturers that publicize closely are likely to dominate the form of content material that ChatGPT attracts on.

The massive manufacturers all the time come out on prime 

Regardless of their totally different choice philosophies, the identical manufacturers typically seem throughout all AI assistants.

AI assistant pair Correlation between model mentions in AI responses
AI Overviews & AI Mode 0.821
AI Overviews & ChatGPT 0.749
AI Mode & ChatGPT 0.769

AI Mode may weigh branded anchors closely and AI Overviews may care extra about DR. However on the finish of the day, they’re nonetheless largely mentioning Nike, Apple, and Amazon.

The identical massive gamers are likely to dominate, simply via totally different paths.

What this implies for smaller manufacturers

There’s a transparent hierarchy: YouTube presence and model mentions matter most, adopted by branded anchors, and search quantity. Conventional search engine optimization metrics like backlinks and area authority appear to matter much less.

Should you can’t compete on model recognition but, focus on:

  • Constructing YouTube presence (the strongest sign throughout all platforms)
  • Incomes real mentions in articles and guides
  • Focusing on ChatGPT, which reveals the weakest correlation with established model authority metrics

The platforms have totally different thresholds—ChatGPT appears to be probably the most accessible entry level, whereas AI Mode appears like the toughest to crack with out established model recognition.

Wrapping up

Throughout all three AI platforms, “YouTube mentions” correlate extra strongly with AI visibility than another issue we examined. If individuals are producing and watching movies about your model, AI platforms probably take that as a powerful sign you’re price speaking about.

And past YouTube, model recognition nonetheless issues. Getting mentioned throughout the online, in articles, guides, boards, and publications, is a powerful predictor of AI visibility—particularly in AI Mode. Should you don’t but have that form of footprint, ChatGPT could also be a route in, because it appears to rely much less on conventional authority indicators.

However there are some issues that categorically received’t assist, like chasing low high quality hyperlinks and churning out content material for content material’s sake.

The information reveals a number of unequivocal patterns: manufacturers with robust YouTube presence, widespread mentions, and branded anchors are those showing in AI responses.

Whether or not these components straight affect which manufacturers AI programs point out, or whether or not they’re merely markers of present model power, they nonetheless give us one thing helpful and concrete to work towards.



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