AI search & manufacturing SEO: What the data shows [Study]

Manufacturing SEO has helped business brands rank connected Google and scope their customers for years. Now, AI answers are recommending brands and changing the measurement these companies get recovered from the internet. 

We pulled information connected AI Overviews, postulation trends, and AI mentions and citations to spot who’s starring successful different metrics. 

The short reply is that bequest brands are starring pinch the astir mentions crossed AI answers. 

But the sites earning AI citations aren't the aforesaid ones earning the mentions.

And while AI Overviews are still growing, referral postulation from AI is different story. 

Key takeaways:

• AI Overviews are increasing crossed manufacturing searches. Google's AI Overviews now look connected 57% of tracked manufacturing-related hunt volume, up 19 points from 38%.
• AI hunt still drives a mini stock of full website traffic. Just 0.48% of each sessions to manufacturing sites originate from AI hunt devices aliases assistants.
• Being mentioned isn't the aforesaid arsenic being cited. Of the 15 apical domains by each metric, only 2 look connected some the "most-mentioned brands" and "most-cited sources" lists.
• ChatGPT and Google mention sources differently. The domain ChatGPT cites astir often hardly ranks connected Google and doesn't look successful Google's top-cited sources astatine all.
• Citations don't reliably construe to traffic. Some sites are attracting meaningful AI traffic, but the number of mentions aliases citations successful AI answers doesn't correlate cleanly pinch much AI-driven visits.

Methodology summary

This study combines 3 Semrush datasets, each measuring a different portion of AI-driven discovery.

1. Keyword and SERP data: To way really overmuch AI Overviews are increasing their beingness crossed communal Google searches successful this sector
2. Clickstream data: To measurement the existent postulation channels sending group to websites successful this assemblage arsenic a whole
3. AI mentions and citations: To measurement the top-cited and top-mentioned manufacturing brands and domains crossed the Semrush AI visibility database 

AI Overviews are increasing crossed manufacturing search

Across a group of 458 manufacturing and business keywords, AI Overviews grew from 38% of each hunt measurement successful January 2026 to 57% successful July. 

AI Overviews are becoming a much normal portion of a hunt results page successful this sector. 

They’re not conscionable showing up for informational searches for illustration “what is simply a transformer.” 

Some of the hunt position we saw summation an AI Overview successful this clip play were circumstantial merchandise queries for illustration “pneumatic cylinder” and “csla2gf.” 

We besides saw searches for manufacturing brands for illustration “National Instruments” summation an AI Overview. 

We cognize that AI Overviews tin deter clicks to websites, truthful the anticipation would beryllium that, astatine a precocious level, integrated postulation is declining. 

Nearly 80% of manufacturing & business postulation is nonstop aliases integrated search

Clickstream data shows really overmuch postulation goes to a group of domains, and from which channels. 

Overall postulation to these domains has fluctuated some, mostly driven by changes successful nonstop traffic. 

The apical 2 channels, nonstop and integrated search, accounted for astir 80% of each sessions to manufacturing sites. 

We’re still very overmuch successful the early stages of AI-referred postulation to websites successful this industry, pinch AI Mode and AI assistants combining for conscionable nether half a percent of each traffic. 

Despite this sector's debased level of AI traffic, nonstop postulation stock is increasing while integrated hunt postulation is declining. 

Even if request for business and manufacturing services is consistent, the measurement group navigate to those websites is changing owed to the emergence of zero-click search and different platforms.

Despite the debased postulation stock crossed the market, brands tin still use from getting visibility successful those AI answers.

Our survey of 600+ B2B professionals showed that B2B buyers are already utilizing AI to shortlist vendors and pass purchases worthy complete $1,000.

Buyers opportunity they often travel up connected an AI speech by utilizing Google hunt aliases making a nonstop sojourn to a website of a marque that was mentioned successful the answer. The tricky portion for marketers is that this delayed sojourn won’t beryllium easy to measurement pinch accepted analytics. 

Gaetano DiNardi calls this the “dark SEO funnel.” AI visibility does person an power connected purchaser investigation and traffic, but it’s not arsenic easy to way arsenic emblematic integrated traffic. 

Signals for illustration increasing nonstop postulation aliases branded hunt postulation could bespeak an betterment successful AI visibility, moreover without the AI referrals showing up. 

So, if your marque is mentioned successful AI answers, you could beryllium earning visibility that pays disconnected successful the agelong run. 

Brand mentions and cited sources are 2 different rankings

Using the Semrush AI Visibility database, we benchmarked the apical brands being mentioned and cited successful AI answers.

The manufacturing brands pinch the astir measurement of mentions are mostly not the aforesaid arsenic the sites AI platforms mention arsenic sources. 

Note: A mention is simply a brand's sanction showing up successful the matter of the AI answer. A citation is simply a nexus AI tin constituent to arsenic a root for the reply it generated. 

The top-mentioned brands — 3M, John Deere, and Boeing — are names group already spot earlier they ever type a prompt. 

In fact, astir of these brands were astir 100 years earlier OpenAI aliases Gemini moreover existed.

And pinch a wide scope of business lines and products, these brands could beryllium applicable to a immense number of prompts crossed different topics. So, the top-mentioned brands are nary surprise. 

The apical citations list, connected the different hand, was much interesting. 

The spread betwixt AI citations and AI mentions

Only 2 brands, Vevor and Grainger, look connected some the apical 15 mentions database and the apical 15 citations list.

The domains earning the citations aren't the aforesaid family names that gain each the mentions.

Instead, they’re a operation of manufacture directories, brands, distributors, and reference sites. 

While these domains lead successful citations, that didn’t construe translate into accordant levels of AI traffic.

One logic why: An AI citation for a marketplace page isn’t the aforesaid arsenic a citation for an acquisition article connected a reference site. 

Top-mentioned brands person accordant authority, top-cited sources don’t

At a glance, there’s a elemental quality betwixt the database of top-mentioned brands and top-cited sources. 

The apical mentions are each beardown manufacturing merchandise brands from established businesses, while the top-cited domains were much of a mixed container of domain types.

To look astatine it different way, we checked the Authority Score of the top-mentioned and cited domains. 

Note: Authority Score is Semrush’s proprietary method of scoring really trusted a domain is, based connected integrated traffic, backlinks, and spam signals. 

Overall, we saw a overmuch stronger consistency of Authority Score crossed the top-mentioned domains than the top-cited sources. 

The top-mentioned brands much consistently show signs of SEO authority. 

However, there’s much assortment of authority among the top-cited sources — particularly pinch the top-cited root (engineerfix.com) only having a people of 17. Meanwhile, made-in-china.com had a higher Authority Score (77) than immoderate of the top-mentioned brands.

The takeaway from this is that website authority whitethorn correlate much pinch being mentioned by AI than being cited.

That’s bully news if you want to gain much AI mentions pinch the aforesaid strategy that builds your website authority. 

Different AI platforms show different stories

Something other we saw pinch this high-level position was conscionable really different each LLM behaves erstwhile citing sources and naming brands. 

Again, we spot much consistency crossed the top-mentioned brands than the top-cited sources. Most of the LLMs had the aforesaid top-mentioned brands, but pinch a different assortment of top-cited sources. 

It’s easy to spot conscionable really disproportionately engineerfix.com is cited compared to the remainder of the sources. It dwarfs the different apical sources connected ChatGPT, but it doesn't ace the top-cited sources connected immoderate of Google's AI hunt platforms (Gemini, AI Mode, aliases AI Overviews). 

Why 1 website gets cited by ChatGPT but not Google’s AI platforms

One website successful the study, engineerfix.com, sewage cited heavy by ChatGPT contempt a debased floor plan connected Google, perchance because of its ample footprint connected different hunt engines. 

Semrush shows that the tract presently only ranks for astir 3,700 keywords connected Google (and hardly immoderate estimated traffic).

The humanities estimated postulation inclination shows the tract had a speedy uptick astir the outpouring of 2022 earlier dropping backmost down. 

But that’s not the extremity of the story.

Despite the mini Google footprint, the tract still pulls adjacent to 300K monthly integrated hunt visits according to Semrush Traffic Analytics.

How is that possible? Google isn’t the only root of integrated traffic. 

Semrush’s Traffic Journey chart shows that DuckDuckGo, Bing, and Yahoo are responsible for complete 68% of each postulation to the site. Meanwhile, Google accounts for little than 2%.

This shows really AI visibility doesn’t look precisely the aforesaid connected each platform. OpenAI has its ain partnerships and methods of citing sources and collecting training information that pass its answers. Google has its ain methods, too. And hunt engines for illustration DuckDuckGo, Bing, and Yahoo tin besides play a role. 

For marketers, a strategy that wins citations connected ChatGPT mightiness not triumph citations connected AI Overviews astatine the aforesaid rate. Different systems lead to different results. To cognize the afloat picture, grow your lens beyond conscionable Google. 

More mentions doesn’t mean much AI traffic

The apical mention and citation numbers and industry-wide postulation operation show the macro-level position of visibility metrics, but they don’t rather link the dots betwixt AI visibility starring to AI traffic. 

While the top-mentioned brands were mostly bequest manufacturers of products, the top-cited domains were a assortment of brands, marketplaces, publishers, and reference websites. 

We utilized Semrush clickstream information to cheque the AI postulation going to the top-mentioned domains complete the aforesaid play of 7 months.

More marque mentions don’t automatically construe to much AI traffic. 

Vevor.com and grainger.com some show AI postulation that rivals aliases exceeds what you'd expect from their mention counts, and siemens.com's AI postulation barroom really exceeds its mentions count entirely. 

The top-cited domains besides person small nonstop relationship to AI traffic. 

While engineerfix.com leads connected its dense ChatGPT citations, it gets only a fraction of the AI-referred postulation that domains further down the database get. 

Grainger, meanwhile, is 1 of only 2 domains connected some the mentions and citations lists, and its AI postulation performs astatine a precocious level compared to the different top-cited and mentioned domains. 

Made-in-china.com and rsc.org besides had immoderate of the astir AI postulation among the top-cited sources. 

Again, this is what makes measuring AI visibility harder than reporting connected SEO. Just because your marque is mentioned and recommended connected AI doesn’t mean the sojourn will spell done the AI referral and person correct away. AI postulation isn’t a nonstop consequence of much mentions and citations the measurement integrated postulation typically follows higher SEO rankings.

These brands are surely winning a precocious level of visibility, but what comes aft that visibility? Are they visible crossed prompts that are informational aliases commercially driven? 

Let’s look person astatine immoderate examples, starting pinch the top-cited domain engineerfix. 

This reference tract is afloat of elaborate guides and FAQ-style contented for a wide assortment of engineering topics.

But different than reference the articles, there’s not really immoderate definitive action a personification would want to return connected the site. So there’s nary existent inducement to travel up and click connected its citations. 

Made-in-china, connected the different hand, is an online marketplace pinch a monolithic catalog that spans business and user categories. 

If this website is being cited successful an AI answer, it could beryllium helping personification make a acquisition aliases find a merchandise they’re looking for connected that site. 

Same pinch Grainger. As a awesome distributor, it gives buyers who travel a citation nexus location to spot an order. One of Grainger’s apical individual pages driving AI postulation is this product page for a Motorola two-way radio:

For rsc.org, the top-cited domain pinch the highest level of AI traffic, the business is different again. This tract is for the Royal Society of Chemistry, a master rank statement that besides publishes technological journals and resources. 

According to this site’s Visibility Overview, pages getting cited astir often are successful an /element/ subfolder, pinch individual pages for elements of the periodic array for illustration neon, iron, lithium, chlorine, and dozens more.

But according to the Top Pages report, the pages earning the astir clicks are the peer-reviewed investigation papers successful their /content/ subfolder. These articles screen in-depth and emerging investigation connected topics for illustration PFAS chemistry, composite materials, and biodegradable coatings. 

This tract is intelligibly an charismatic root for its industry. Publishing original investigation and reference guides that are dense and circumstantial offers thing an AI reply can’t replicate connected its own. 

The reference contented connected engineerfix, connected the different hand, is much generic and truthful easier for AI to summarize. As a result, there’s little inducement for a scholar to click the citation link. 

What does that mean?

It’s not that reference aliases acquisition contented successful the manufacturing and business fields can't gain postulation from citations. But generic, easy summarized reference contented doesn't person an inherent logic for a click aft being cited. Meanwhile, original technological investigation offers much of a logic to click and publication much from the source. 

The takeaway for manufacturing marketers

There’s nary one-size-fits-all attack to increasing AI visibility. Each metric should beryllium targeted and interpreted differently. 

AI mentions bespeak spot successful a brand, and monitoring those will springiness you directional penetration into your brand’s relevance. AI citations tin thrust traffic, but only erstwhile the root gives readers a clear adjacent step. Ultimately, the assemblage arsenic a full is still getting astir of its postulation from nonstop and integrated hunt visits. 

But those visits are apt to beryllium much informed by AI conversations arsenic take grows. 

Here’s your action plan:

• To turn your AI mentions, attraction connected building topical authority done an SEO instauration and a marque estimation group tin trust.
• Identify the domains successful your niche that AI cited the most, past look for ways to partner pinch them. For manufacturers, this could beryllium distributors, directories, and industry-specific marketplace sites.
• When creating contented for AI visibility, spell beyond generic summaries to springiness readers a logic to click.

It’s still early. But the SEO fundamentals manufacturing brands person already been building are a foundational portion of really AI visibility and postulation are playing out. 

Full methodology

1. Keyword and SERP data

We started pinch the apical 20 manufacturing domains successful our Trending Websites ranking, pulled the apical 1,000 keywords from each domain, and kept only the keywords wherever astatine slightest 2 of these domains had a apical ranking. That gave america a group of 458 keywords wherever we collected humanities monthly snapshots from January done July 2026 to measurement really often Google results for awesome manufacturing queries contained an AI Overview. When measuring the effect of AI Overviews connected these searches, we weighted by hunt volume, and not keyword count. 

2. Clickstream data

To measurement existent postulation going to websites successful this assemblage arsenic a whole, we measured the postulation channels of U.S. sessions to sites crossed 10 manufacturing categories (chemicals, civilian engineering, building and maintenance, instrumentality and supplies, machinery, manufacturing, plastics and polymers, renewable energy, proscription and logistics, and warehousing) from January done July 2026.

3. AI mentions and citations

Using the Semrush AI Visibility database, we looked astatine domains successful the US manufacturing and business vertical from January done July 2026 crossed 4 LLMs (ChatGPT, Gemini, AI Mode, and AI Overviews). For each month, we pulled the apical 25 domains by mentions and the apical 25 by citations, past tracked the aggregate. The number of mentions and citations are counted crossed each prompts successful the US database. To comparison the top-cited and top-mentioned domains pinch AI traffic, we utilized Semrush’s Traffic and Market Toolkit to seizure each domain’s AI postulation complete the 7 period period. The 3 datasets correspond abstracted stages of find to springiness a high-level directional position of really this manufacture is being impacted by AI-driven hunt and discovery.