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High Model Visibility Elements in ChatGPT, AI Mode, and AI Overviews (75k Manufacturers Studied)


Increasing on considered one of our hottest AI Overview research, we’ve analyzed 75,000 manufacturers to see which search elements are most definitely 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 traditional authority metrics—like branded search quantity (0.352) and DR (0.266).
  • There may be nearly no relationship between content material quantity—variety of web site pages (~0.194)—and AI visibility.
  • AI Mode constantly reveals the best correlations with branded authority alerts—equivalent 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 a minimum of 800.

These thresholds helped us higher discover professional manufacturers at scale—domains assembly our standards have been extra prone to characterize precise corporations moderately than generic key phrases or non-brand entities.

Although not an ideal calculus, it labored fairly effectively 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.

Ahrefs' Brand Radar AI Responses report allowing selection of multiple AI search platforms

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 12 months for benchmark comparisons throughout all three platforms.

We used the Spearman correlation coefficient to investigate the info on this examine–bigger constructive values mirror 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 enhance your AI visibility. 

YouTube mentions present the strongest correlation 

We studied two new elements in our analysis this time round: “YouTube mentions” and “YouTube point out impressions”—utilizing newly obtainable 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 impressions

Each correlated extra strongly with AI visibility than the rest, 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+).

To make clear, “YouTube mentions” seek advice from any time a model identify 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’ll be able to see in our YouTube index in Model Radar.

YouTube Mentions and Impressions highlighted in Ahrefs Brand Radar

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

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

It’s not exhausting to see why YouTube mentions would possibly carry further 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.

However ChatGPT—owned by OpenAI—confirmed nearly an identical 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.

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

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

One other attention-grabbing 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.

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 examine, “branded internet mentions” correlated strongly with AI visibility. That’s nonetheless true at this time.

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).

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 identify) and “branded search quantity” (the entire search quantity of all key phrases containing the model identify) additionally correlated with AI visibility—however to a lesser extent.

Finally, these model popularity alerts appear to be essential for visibility in AI, counting for extra even than area energy (DR) and traditional search engine optimisation 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 ranking”) and model mentions throughout all AI techniques.

And there seems to be nearly no relationship between content material quantity (“variety of web site 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.

Currently, I’ve seen a number of search engine optimisation consultants advising folks 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 very best 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 alerts 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.

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 “sturdy” 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.

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

They sit on the intersection of name recognition (folks utilizing your model identify) and authority (folks linking to you).

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

For rising manufacturers that haven’t but made it to “family identify” standing, AI Mode looks like 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 on.

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.

This may occasionally imply it’s extra prone to point out manufacturers with assorted 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 primarily based on tons of high quality elements.

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

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

AI Overviews worth DR greater than another assistant 

Except for “YouTube mentions”, “area ranking” is among the solely elements 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.

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

AI Overviews ship factual, one-shot solutions to informational queries—in contrast to AI Mode and ChatGPT, which deal with conversational back-and-forth.

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

ChatGPT mentions align with sturdy promoting presence 

Of all three AI techniques 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).

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

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

The large manufacturers all the time come out on high 

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

The identical huge gamers are likely to dominate, simply by way of 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 optimisation metrics like backlinks and area authority appear to matter much less.

If you happen to 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
  • Concentrating 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 seems 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 possible 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. If you happen to 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 alerts.

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

Whether or not these elements immediately affect which manufacturers AI techniques point out, or whether or not they’re merely markers of current model energy, they nonetheless give us one thing helpful and concrete to work towards.



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