MarketScale Research
Mar 2026 – Jun 2026Updated June 14, 2026The State of GEO
The State of AI Visibility for B2B Companies
The citation paradox defines the current AI visibility landscape: platforms mentioning brands most frequently cite them the least. While the mention rate spread across platforms is narrow, AI Overview emerges as the leader in both mentions and citations.
Why this matters
AI engines are becoming the front door to B2B research.
Buyers increasingly open an AI engine before a search page, and most want to get deep into evaluation before they ever talk to a vendor. That makes one question decisive: when an engine answers, does it point back to you?
of B2B buyers prefer a rep-free buying experience, doing the research before they engage a salesperson.
Gartner, 2025
more visibility in generative-engine answers when content is structured for them, the headline finding of the research that named the practice.
Aggarwal et al., “Generative Engine Optimization,” SIGKDD 2024
Our read: the benchmark below shows AI engines name brands far more often than they cite them. That gap is the new shelf space. The companies that get cited, not just mentioned, will own the rep-free research that now precedes most B2B buying.
The brief
Getting named is not getting cited.
This report explores AI platforms' tendencies to mention and cite B2B brands. While mention rates are fairly uniform, citation rates vary widely, with AI Overview offering more balanced visibility.
- 01Enhance content for citation potential
- 02Target platforms with high mention rates
- 03Build partnerships for third-party validation
The benchmark
How B2B brands show up across five AI engines
Mention rate is how often an engine names a brand in its answer. Citation rate is how often it backs that mention with a link to brand content. The two rarely move together.
The citation paradox
Getting named is not getting cited
The engine most likely to name a brand is often the least likely to cite its content. That flips the playbook by platform: a high mention rate with a low citation rate means the brand is being described from third-party sources, not its own.
Dotted line marks mention–citation parity. Dots below it are named more than they are cited.
The leak
The answer-inclusion funnel
Every AI answer is a chance to be named, and every mention is an opening to be cited. Most of that ground is lost before the citation lands.
Only 36.2% of AI answers name a tracked brand at all. Of the answers that do, 40.9% back the mention with a citation to brand-controlled content, averaged across engines. The strongest engine converts a far higher share of its mentions, so the leak is uneven: the rest are brand descriptions written from third-party sources, the GEO leak that an owned-content strategy is built to close.
The analysis
What the data means for B2B discovery
Brand Discovery
The New Rules of B2B Discovery
In the evolving AI landscape, visibility is both mention and citation. Brands that achieve balance stand out on leading platforms, enhancing trust and authority.
Mention is an invitation; citation is a handshake.
Visibility requires both frequency and recognition. A mention without citation is a whisper in a crowded room.
- →Audit content for citation-worthy elements.
- →Increase third-party validation in key materials.
Platform Overview
Navigating the Platform Landscape
The competitive edge lies in understanding each platform’s strengths. AI Overview leads in mentions and citations, suggesting an optimal target.
Know your platform to know your audience.
Strategic targeting can amplify reach and relevance.
- →Align brand strategies with platform strengths.
- →Monitor citation frequencies to enhance authority.
AI Optimization
What AI Rewards
AI platforms prioritize content that is not just mentioned but also cited. High-quality, reliable content thrives in this ecosystem.
Quality turns mentions into endorsements.
Content credibility is as crucial as coverage. Meeting AI standards enhances brand impact.
- →Invest in high-quality content creation.
- →Regularly verify source credibility.
Identifying Opportunities
Mind the Visibility Gaps
Across platforms like Gemini and Perplexity, low citation rates reveal missed opportunities. Brands can bridge these gaps by enhancing content authority.
A visible gap is an untapped opportunity.
Opportunities for improvement are often where citation is sparse.
- →Identify content that can be made more citation-friendly.
- →Collaborate with recognized third parties for validation.
In summary
What the data tells marketers
This report explores AI platforms' tendencies to mention and cite B2B brands. While mention rates are fairly uniform, citation rates vary widely, with AI Overview offering more balanced visibility.
CMO playbook
What to do next
Five moves that close the gap between getting named and getting cited. Each is its own play, because every engine rewards something else.
Enhance content for citation potential
High priorityCitations drive credibility alongside mentions.
Audit current content for citation opportunities
Citation rate improvement
Target platforms with high mention rates
Medium priorityFocus on platforms where presence is strong but not fully leveraged.
Analyze mention-to-citation conversion
Conversion ratio increases
Build partnerships for third-party validation
Low priorityExternal endorsements enhance citation rates.
Initiate collaborations with influencers
Third-party mention frequency
Optimize distribution channels
High priorityAmplifies the reach of content for mentions and citations.
Review distribution strategy for effectiveness
Mention and citation growth rate
Focus on quality narrative development
Medium priorityStrong narratives attract both mentions and citations.
Enhance storytelling in strategic content
Engagement levels of target content
Benchmark your AI visibility
See how your company appears in AI answers
Understand where your company stands in the AI-driven marketplace. Benchmark against competitors to identify visibility strengths and opportunities.