
Most B2B brands rank for thousands of keywords successful Google, but look successful only astir 3% of AI-generated answers, according to Walker Sands’ B2B AI Search Visibility Benchmark of 828 endeavor companies. (Disclosure: I’m the head of SEO and GEO astatine Walker Sands.)
The benchmark analyzed much than 45 cardinal hunt queries successful March crossed 828 endeavor B2B companies spanning 14 industries. It evaluated domains crossed 4 metrics:
- Keyword coverage: The number of keywords for which a institution ranks successful Google.
- Keywords pinch AI Overviews: The number of ranking keywords that trigger AI Overviews.
- AI Overview incidence: The percent of ranking keywords that show AI-generated responses.
- Citation inclusion rate: How often a company’s domain is cited wrong those AI-generated answers.
Together, these metrics found a baseline for really often AI Overviews look and really often B2B brands are cited wrong them.
A baseline for B2B AI hunt visibility
The benchmark reveals a important spread betwixt ranking visibility and AI citation visibility.
- AI Overviews look successful 50% of hunt results wherever endeavor B2B brands rank.
- The median endeavor B2B marque is cited successful conscionable 3% of applicable AI Overviews.
- 4.6% of endeavor B2B companies aren’t cited successful AI Overviews for immoderate of their applicable keywords.
The emblematic endeavor B2B institution ranks organically for astir 9,700 hunt queries, and AI Overviews look successful astir half of them. Yet crossed those opportunities, the median marque is cited successful conscionable 3% of AI Overviews.
In different words, B2B brands are coming successful the hunt results AI Overviews summarize, but they’re mostly invisible wrong the summaries themselves.
While 4.6% represents a mini information of the market, it highlights a captious visibility gap. These companies whitethorn still rank good successful accepted hunt results, but immoderate brands are efficaciously absent from AI Overviews, which person go an influential portion of the purchaser journey.
In galore cases, a deficiency of citations signals larger issues, specified as:
- Limited topical authority.
- Unstructured aliases inaccessible content.
- A deficiency of contented that straight answers buyers’ questions.
Addressing these gaps is important for visibility successful AI-driven hunt experiences.
See wherever your marque appears successful AI search, wherever competitors are winning, and what it takes to go the reply AI recommends.
The narrowing chimney from ranking to citation
The benchmark frames AI hunt capacity arsenic 4 sequential layers, and the worth mislaid astatine each measurement tells the existent story.
It starts pinch keyword coverage, aliases the number of keywords for which a marque ranks successful Google’s apical 100 integrated results. Here, the leaders look healthy. The median institution ranks for astir 9,700 keywords, while top-quartile brands rank for much than 37,000.
The adjacent layer, keywords pinch AI Overviews, narrows the field. These are ranking keywords that trigger an AI Overview. The median institution has astir 4,500 of them, already little than half of its ranking footprint.
The 3rd layer, AI Overview incidence, measures really often AI-generated answers look crossed a brand’s applicable searches. The median is 48.8%, meaning AI now intercepts astir half the queries wherever these companies compete. Top-quartile brands run successful moreover much AI-saturated environments, astatine 61.7%.
The last furniture is the 1 that matters astir and wherever almost everyone falls disconnected a cliff: citation inclusion rate, aliases really often a marque is cited arsenic a root wrong an AI Overview. The median is 3.0%. Even the apical quartile reaches only 4.5%, while the bottommost quartile sits astatine 1.7%.
Viewed from apical to bottom, the chimney is brutal. Tens of thousands of ranking keywords compress into a single-digit stock of AI citations. Most of the visibility B2B brands person built done integrated hunt doesn’t transportation done to the furniture of hunt that progressively shapes buyers’ first impressions of a category.
Ranking breadth doesn’t bargain you AI citations
The astir important takeaway is besides the astir counterintuitive: Ranking breadth unsocial doesn’t foretell AI citation rates.
The study recovered that immoderate companies rank for thousands of keywords yet seldom aboveground successful AI-generated answers. The strengths that won accepted SERP existent property — sheer page volume, wide keyword targeting, and domain authority accumulated complete the years — don’t automatically construe into becoming the root an AI strategy chooses to cite.
This is simply a meaningful break from really astir B2B SEO teams are still resourced and measured. If your dashboard tracks ranking keywords and estimated integrated traffic, it whitethorn beryllium telling a flattering communicative astir a furniture of hunt that’s shrinking successful power while saying thing astir the furniture that’s growing.
The benchmark argues that brands consistently cited successful AI-generated answers stock 3 characteristics: heavy topical authority crossed related contented areas, clear and system explanations that straight reply purchaser questions, and accordant sum crossed aggregate applicable pages.
The communal thread is specificity. Generative systems look to reward contented that resolves a buyer’s mobility intelligibly and demonstrates sustained expertise connected a topic, alternatively than contented that simply ranks for a query.
That reframes the work. Optimizing for AI citations looks little for illustration chasing keyword measurement and much for illustration building genuine, well-structured subject-matter depth.
Some industries are acold much exposed than others
AI hunt visibility isn’t distributed evenly crossed B2B technology. The manufacture breakdown reveals sharply different competitory dynamics depending connected the category.
Cybersecurity leads connected some fronts. AI Overviews look successful a median of 59.9% of cybersecurity-related searches, and cybersecurity brands gain the highest median citation complaint successful the study astatine 4.2%. Enterprise package (55.3% AI Overview incidence) and martech (56.3%) besides spot AI-generated answers successful good complete half of applicable queries.
At the different end, master services and distribution and logistics way successful citations, some pinch a median complaint of conscionable 2.1%. Distribution and logistics besides person the lowest AI Overview incidence, astatine 29.6%, meaning buyers successful that class brushwood AI-generated summaries acold little often than successful cybersecurity.
These differences create some risks and opportunities. In categories wherever AI-generated answers are already pervasive, specified arsenic cybersecurity, the costs of being invisible is immediate. Buyers are forming impressions wrong AI summaries correct now.
In categories wherever citation rates are debased and fewer brands person figured retired the caller mechanics, there’s a genuine first-mover opportunity. Brands that study to gain citations earlier their competitors tin style really an full class is framed successful AI-generated answers, overmuch arsenic early SEO adopters captured outsized shares of integrated visibility.
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The brands that person gone wholly dark
The astir striking number successful the study is that 4.6% of endeavor B2B companies aren’t cited astatine each successful AI-generated answers for their applicable keywords.
These aren’t fly-by-night operations. They’re companies pinch $100 cardinal aliases much successful gross that, successful galore cases, still rank good successful accepted search. They’ve simply go invisible successful the AI furniture — coming successful the index, absent from the answer.
Near-zero citation rates tin beryllium attributed to deeper structural issues: bladed topical authority, contented that’s unstructured aliases difficult for systems to parse, and a deficiency of worldly that straight answers the questions buyers are asking.
For a mini but meaningful portion of the market, AI hunt isn’t a spot wherever they’re losing share. It’s a spot wherever they don’t exist.
What this intends for B2B hunt teams
The benchmark provides a baseline, but the strategical implications for SEO, GEO, and trading teams are already clear.
- Measurement must evolve. Citation inclusion complaint is now a chopped KPI from ranking. Teams that can’t spot whether their contented is being cited successful AI-generated answers are flying unsighted connected 1 of the fastest-growing parts of the funnel. Knowing your ain citation complaint — and benchmarking it against the 3% median and 4.5% top-quartile benchmarks — is simply a sensible first step.
- The contented instruction shifts from breadth to depth. The drivers each constituent toward consolidating authority astir the topics that matter to buyers, structuring contented truthful machines tin construe it, and answering existent questions straight alternatively than producing measurement for volume’s sake.
- The model is unfastened but closing. Generative AI will power much than 75% of B2B hunt queries wrong the adjacent 1 to 2 years. If that projection holds, moreover approximately, the median 3% citation complaint isn’t a unchangeable equilibrium. It’s a snapshot of an early, contested marketplace that rewards brands moving now.
The uncomfortable truth is that overmuch of the SEO equity B2B brands person built is being summarized by AI systems that don’t mention the companies that created it. For astir endeavor brands, the mobility is nary longer whether they rank. It’s whether they’re successful the reply astatine all.
The afloat H1 2026 B2B AI Search Visibility Benchmark is disposable from Walker Sands.
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