I’ve discovered some fascinating patterns about what kind of content artificial intelligence tends to favor when it comes to citations. Crafting content that gets cited by AI doesn’t have to be mysterious. Let’s explore the seven content patterns that AI loves and the five that it often ignores.
Understanding these patterns can help anyone looking to create easy-to-cite content. By doing so, we can ensure our content stands out in the digital crowd and garners the attention it deserves from AI.
Creating content that resonates with AI is not just about algorithms; it’s about understanding what’s genuinely valuable and engaging for readers, which ultimately leads to citations.
When I first dove into the world of AI search, I quickly learned an important lesson: don’t overlook the power of SEO. In fact, the same principles that elevate Google rankings are also the cornerstone of increasing AI citation visibility.
Maintaining a strong SEO strategy is essential, not just for traditional search engines but also as AI technology evolves. It’s fascinating how the foundational elements of SEO, like keyword optimization and quality content creation, also boost your presence in AI-driven searches.
When I came across Google Search Advocate John Mueller’s response to a Reddit user’s query about SEO’s relevancy in the age of AI, I found it incredibly enlightening. The question was whether traditional SEO is still sufficient or if there’s a need to pivot towards generative engine optimization (GEO).
His advice was strikingly straightforward: the labels we use are less significant than the reality we face.
“If you have an online business that thrives on referred traffic, it’s essential to see the bigger picture and prioritize your strategies accordingly. The name you give it isn’t critical, but AI isn’t disappearing anytime soon,” Mueller emphasized.
While Mueller didn’t delve into whether GEO will become its own field, he made it clear that AI’s presence is a constant we need to accept.
Google remains skeptical about treating AI optimization as separate from traditional SEO, as seen in several instances:
I realized that it’s crucial to ignore the surrounding buzz and focus on how our audience truly behaves. Mueller’s recommendation was to examine practical data, like:
How many of our audience members are using AI tools?
How does AI usage compare to search engines, social platforms, or other traffic sources?
What implications does this have for allocating our time and resources?
The takeaway for me is that while SEO continues to be a significant traffic and revenue driver, it doesn’t guarantee AI visibility. We need to remember that not all SEO practices align with GEO.
To quote Mueller from his Reddit comment:
“If you have an online business that makes money from referred traffic, it’s definitely a good idea to consider the full picture, and prioritize accordingly. What you call it doesn’t matter, but ‘AI’ is not going away, but thinking about how your site’s value works in a world where ‘AI’ is available is worth the time. Also, be realistic and look at actual usage metrics and understand your audience (what % is using ‘AI’? what % is using Facebook? what does it mean for where you spend your time?).”
If you’re interested, you can check out the complete Reddit discussion here.
At the NRF 2026 Conference, I had the opportunity to see Microsoft’s latest innovations firsthand: the Copilot Checkout and Brand Agents features.
Seeing Microsoft roll out its first agentic experiences within Copilot feels like stepping into the future. With Copilot Checkout, I can now shop seamlessly without leaving the conversation, making it easier to switch from browsing to buying.
What’s more intriguing is the introduction of Brand Agents for Shopify sites. Imagine having an AI chat that’s trained on your product catalog, offering personalized shopping experiences that echo your brand’s unique voice. It’s a smart solution for fast and scalable implementation.
Copilot Checkout. I’m excited to share that Copilot Checkout is starting its U.S. rollout on Copilot.com. This feature allows conversational purchases directly within your current chat and integrates with partners such as PayPal, Shopify, Stripe, and Etsy.
For Shopify merchants, enrollment in Copilot Checkout is automatic, though opting out is possible. Non-Shopify merchants interested in joining can apply through a dedicated form.
Check out a glimpse of how it works:
Brand Agents. Now available for Shopify merchants, Brand Agents bring your brand’s voice into every interaction online. I was impressed to see how it leverages a brand’s product catalog to provide crystal-clear answers to product-specific inquiries.
The AI speaks in your brand’s voice, seamlessly guiding customers from browsing to purchasing, and can be set up in just a few hours. Microsoft shared with me that sessions assisted by Brand Agents show higher engagement and conversion rates.
Here’s a video showcasing Brand Agents in action:
Brand Agents insights. Microsoft is innovatively using Microsoft Clarity to provide insights into Brand Agents conversations, helping merchants understand and optimize performance.
Once I activated Brand Agents, I found myself equipped with additional insights to compare and optimize agent-assisted sessions against organic traffic, reinforcing my growth strategies.
Here is where you can view these insights:
Google and OpenAI. It’s fascinating to see how Google and OpenAI are also embracing agentic experiences. Google has introduced agentic checkout, whereas OpenAI announced its Instant Checkout in ChatGPT. Together, these developments mark a significant industry shift towards direct purchasing through AI experiences.
As someone navigating the complexities of SEO in regulated industries, I’ve always faced heightened scrutiny. It all began with “Your Money or Your Life” (YMYL), where precision and trust are paramount.
With AI Overviews and large language models like ChatGPT escalating this scrutiny, the stakes have grown. The audience is now more expansive, and the repercussions of missteps more significant.
Accuracy and credibility have forever been the cornerstone for success in regulated sectors. Today’s AI-powered search amplifies this need into an essential requirement.
I’ve learned that experience, expertise, authoritativeness, and trustworthiness (E-E-A-T) are non-negotiable, especially for industries like finance, healthcare, government, and education that fall under Google’s YMYL banner.
In this AI-driven search landscape, it’s no longer feasible to work in a silo. Regulated brands require integrated SEO strategies.
Interestingly, up to 72% of B2B buyers encounter Google’s AI Overviews, often listing brands even without resulting clicks. AI models gather data from the web, unconfined by traditional content boundaries.
Social profiles, digital PR, owned content, and discussions on platforms like Reddit and Quora all piece together the public perception and citation of my brand.
Tackling these challenges requires a fortified approach rooted in three core pillars of AI-era SEO for regulated industries.
1. Trust-by-Design Content
Trust serves as a crucial foundation, not just as a ranking factor but as a necessity. It extends beyond my website, incorporating the broader digital footprint of my brand.
Every piece of content must align with industry-specific regulations and uphold a consistent strategy. AI and SEO guidelines that are pivotal include:
Subject Matter Experts (SMEs) should consistently produce authoritative content, backed by a history of external publication and credible citations.
Regular updates and transparent revision histories convey accountability.
Educational content, favoring well-researched white papers over promotional materials, builds authority.
Adherence to E-E-A-T guidelines, especially on YMYL pages.
Employ AI wisely with essential human oversight, stringent compliance reviews, and clear privacy policies.
2. Technical and Structural Clarity
Technical clarity goes beyond aiding search engine crawlers to ensuring AI-driven search systems comprehend and accurately cite my content.
Structured data serves as a robust trust signal. Effective use of schema helps search engines verify the credibility of authorship and organizational connections.
Use schema types such as Organization, Article, FAQ, and Person to fortify trust signals.
Maintain an intuitive, crawlable site architecture and minimize technical errors.
Emphasize accessibility through alt text, ARIA labels, and semantic HTML.
3. Building Authority Across Channels
In regulated sectors, authority extends beyond backlinks. It involves strategic PR, content production, and optimization efforts to generate consistent credibility cues.
Encourage expert-driven engagement: Webinars and Q&A sessions provide valuable interactive content that reinforces credibility.
Expand visibility: Gain citations in credible publications and contribute to esteemed third-party sites.
Transparent compliance: Maintain visible adherence to standards, linking content to relevant governance organizations.
SEO, content, and PR teams must work collaboratively to enhance these authority signals AI systems leverage to assess expertise.
Tailored AI and SEO Strategies by Industry
While fundamental strategies are universally applicable, each sector tackles unique challenges in AI-driven search.
Aligning SEO with industry-specific regulations and trustworthy signals is crucial for success. AI-driven search further highlights these nuances.
Financial Services
Precision in content is vital to avoid affecting regulatory standing and consumer trust. SEO strategies need to balance visibility with compliance.
Integrate schema like Organization, FinancialProduct, and Person for clarity.
Content must state adherence to regulations like SEC, FINRA, and GDPR.
Authority: Your Key to Success in AI-Driven Search
In a world driven by AI and SEO, authority acts as a vital differentiator. It signifies how AI systems perceive a brand’s competence and compliance.
Brands showcasing expertise and regulatory adherence stand a greater chance of being cited positively by AI systems. In this AI-first environment, authority is invaluable, and consistent investment in it is the way to succeeding in the digital arena.
I recently came across a fascinating study revealing that 37% of consumers are now starting their searches with AI tools instead of Google. The frustration with traditional search methods seems to be steering many of us towards AI, compelling brands to maintain their visibility and credibility across both platforms.
Personally, I find it intriguing how AI is reshaping the initial stages of search, impacting how we identify and evaluate brands. This hybrid approach begins with an AI-generated answer, followed by traditional search for confirmation. To keep their credibility intact, brands must ensure consistency across both platforms as the emphasis on visibility, trust, and clarity increases.
According to the study, over a third of consumers—37% to be exact—are kicking off their searches with AI tools over traditional engines. The appeal lies in the promise of a quicker, clearer answer without the need to sift through ads and multiple links. Users described AI as faster, clearer, and less cluttered.
Many of us are experiencing what could be termed as ‘traditional search fatigue’. The chief grievances include excessive clicking through links (40%), overwhelming ads and sponsored results (37%), and difficulty in getting straightforward answers (33%). The redundancy of information also ranks high in complaints at 28%.
AI’s trustworthiness is gaining traction, with six out of ten respondents confident about the superiority of AI-generated answers compared to traditional search. However, a significant portion—85%—still cross-checks AI responses.
Traditional search engines remain favored for product reviews, current news, multimedia, and health information. Interestingly, nearly half of the consumers trust AI to make brand recommendations, reshaping brand discovery by offering concise lists with brand assessments.
AI’s influence extends to purchasing decisions as noted by the survey, with consumers using AI to decide on purchases (47%), find best prices (57%), compare products (54%), and even get review summaries (48%). While younger audiences lead this adoption, it actually cuts across all categories from daily items to travel and finance.
Looking ahead to 2026, it’s expected that AI will continue to grow, with 63% of participants anticipating increased AI usage and nearly half expecting AI to handle comprehensive tasks. Yet, there’s still room for AI to improve in terms of fact-checking, transparency, and context personalization.
The Eight Oh Two survey canvassed 500 active AI users last November, delving into AI’s role in search behaviors, trust levels, and purchasing influences, giving us a window into the evolving dynamics of search landscapes this year and moving forward.
AI is changing search visibility, but I’m ready to adapt and thrive by unlocking the potential of my most underappreciated channel: email.
With AI reshaping the landscape of search, I’m learning how to reclaim my reach by tapping into owned audiences and transforming email into a growth engine that scales.
The rules of search have changed, and I can feel the impact on my marketing funnel. Despite pouring countless hours into creating compelling content and refining workflows, it’s frustrating to see my efforts wasted when my audience misses my work.
SEO is seeing diminishing returns, while AI-generated summaries are sidelining my branded content. Metrics reveal a reality I didn’t want to face: it looks as if my marketing team doesn’t exist at all.
Even with constant iterations and innovative ideas, the chances of my audience viewing my efforts seem to dwindle.
The new reality is that organic website traffic isn’t the steady stream it once was. With projections expecting a drop of 25% in search engine traffic due to AI, I must find alternative routes to reach my audience.
B2B SaaS companies, marketing platforms, and content-rich businesses are facing a structural shift, and so am I. My owned audience, like my email list, remains untouched by algorithmic changes and provides a reliable base for reaching customers.
Leveraging my undervalued channel means I have the power to control distribution, timing, and messaging, making email an essential component of my marketing strategy.
Email isn’t just a broadcast channel; it’s a precision tool. I need a disciplined approach to realize its full potential: targeted segmentation, optimized send frequencies, and clear performance benchmarks will guide my success.
To harness the power of email, solutions like Campaign Monitor offer AI-driven capabilities that treat email as the strategic asset it really is. I’m ready to utilize tools like Marketing Monitor to make smarter decisions, track real-time results, and consistently improve my campaigns.
The bottom line? Losing traffic to AI doesn’t just impact me momentarily—it threatens long-term competitiveness. I have two options: absorb the loss or pivot to a diversified strategy. Strengthening my owned audience and modernizing my email approach ensures I’m set to not only stabilize but grow.
I find it fascinating how AI search is continuously evolving, especially as we move towards 2026. Recognizing the strategies brands need to stay prominent across platforms like ChatGPT, Google, Perplexity, Meta AI, and others is crucial for future success.
As someone involved in this dynamic industry, I see firsthand how important it is to adapt and leverage AI search capabilities. AI advancements are shaping how we optimize for search engines and answer engines, ensuring our visibility doesn’t wane in an ever-changing digital landscape.
It’s not just about understanding how AI works today but foreseeing its trajectory and preparing accordingly. The brands that can anticipate and mold themselves to upcoming shifts will undoubtedly lead in 2026 and beyond.
In 2025, the PPC landscape evolved at breakneck speed, marking an unprecedented shift in the industry. During SMX Next, I had the opportunity to hear from experts discussing the evolution, what’s working, what’s not, and what to prepare for as we move into 2026.
The insights shared were eye-opening, especially how Google interacted with advertisers in new, responsive ways. Ameet Khabra from Hop Skip Media particularly noted Google’s surprising openness to feedback, especially regarding Performance Max.
Chris Ridley from Evoluted emphasized 2025 as the year AI truly took center stage, with platforms like Perplexity and ChatGPT dominating conversations. It’s evident that AI integration in paid media is reshaping the landscape.
Meanwhile, Reva Minkoff of Digital4Startups dubbed it “the year of the max,” due to the sheer volume of features such as Performance Max emerging in the space. This whirlwind of innovation has left us both excited and challenged.
Reflecting on what’s effective, going back to basics with campaign structure and maintaining quality signals rings true. Minkoff emphasized the importance of controlling your search campaigns and making sure they reach your intended audience.
Khabra shared insights on the role of automation with a human touch, using scripts to ensure issues are addressed before they escalate. Meanwhile, Ridley highlighted the value of authentic user-generated content in crafting more relatable campaigns, resisting overly polished AI creations.
Communication with clients and understanding their objectives beyond the figures remains critical, as Ridley suggested. Knowing their business goals can lead to more comprehensive success.
On the flip side, the problematic nature of Automatic Created Assets (ACAs) was a focal point, bringing up concerns about brand safety and losing control over content narratives. Both Khabra and Minkoff voiced this sentiment, emphasizing the need for alignment in brand messaging.
There are ongoing frustrations with user interfaces and prolonged learning periods, which complicate efficiency and adaptability for advertisers managing time-sensitive campaigns like Black Friday.
Looking at surprises from 2025, the announcements from Google Marketing Live were intriguing, particularly A/B testing developments and the adaption of Performance Max features like Waze pins. AI advancements, especially their rapid rollout, caught many by surprise, showing no sign of slowing down.
Looking ahead to 2026, there are so many possibilities. Whether it’s the unknown technological advances or the impacts of legal scenarios like the Google antitrust trial, the landscape is brimming with potential shifts.
I’m excited about the ongoing evolution of PPC and the combined potential of AI and strategic human oversight. The only certainty in PPC is indeed uncertainty, but that dynamic is what keeps it exciting and full of opportunities for those who adapt and remain proactive.
For a deeper dive, check out the full panel discussion from SMX Next 2025 below.
I remember when link building was the cornerstone of SEO. While it’s still relevant, its role has evolved as Google set clearer standards, focusing more on quality, relevance, and intent.
Today, in our AI-driven search world, the focus has shifted towards brand mentions, which have become a critical SEO initiative. Brand mentions provide references similar to citations, but in AI search, they explain how brands appear in LLMs (Large Language Models).
Brand mentions are now influential factors for AI search strategies and are gaining more weight in traditional SEO algorithms. Focusing on them should be a priority in 2026 to ensure lasting organic visibility.
Let me guide you on how we can prioritize and benefit from brand mentions.
How and Why to Prioritize Brand Mentions
Brand mentions have become essential in our AI search environments, moving beyond just backlinks. LLMs focus on analyzing mentions, context, and the recurring links between your brand and your target topics.
These mentions form a competitive advantage, especially as they accumulate over time, creating a protective ‘ranking moat’ when competitors don’t invest similarly.
To properly prioritize, ensure your brand’s technical and content fundamentals are solid. This includes crawlability, structured data, and clear on-page content. Afterward, focus on brand mentions before engaging in large-scale content production without an existing citation footprint.
When seeking impactful brand mentions, it’s crucial to examine their sources. My agency goes beyond standard tools, looking for opportunities through systems like Profound that highlight relevant brand mentions aligned with key topics.
We also review AI Overview links for SEO queries and dive into top-ranking Reddit threads to identify frequently mentioned entities related to important keywords.
You can uncover links to source articles in AI Overviews by selecting the chain-link icon, enhancing your brand’s topical visibility.
Driving Passive Brand Mentions
Passive brand mentions come when your content naturally fills an informational gap. The aim is to become the go-to reference for certain topics, achieving this by creating assets that are easily referenced.
These can include original data, insightful reports, or highly scannable explanatory pages. By establishing your brand as the primary source, you’re better positioned for more mentions.
Actively Soliciting Brand Mentions
For proactive outreach to earn brand mentions, focus on building genuine relationships and providing valuable information. Start by sharing assets that offer clear benefits, without immediately asking for something in return.
When contacting journalists or content creators, make your pitches relevant and timely, with a clear angle that increases your inclusion chances. Combining outreach with thought leadership, through podcasts or panels, enhances discovery possibilities.
Our goal is to establish a robust outreach engine, nurturing relationships so that those individuals may naturally reference your brand in the future, potentially leading to collaborative content opportunities.
Deciding When to Engage a PR Resource
PR support is particularly beneficial when you have compelling stories or data but face distribution challenges. It’s also crucial for quick scaling of brand mentions, especially during fundraising, launches, or when competing in aggressive markets, like health or AI.
However, if foundational SEO or assets are lacking, focus on establishing those first. Once ready, PR will accelerate visibility across search engines and LLMs.
The core tenets of link building still apply: aim for quality over quantity and avoid low-impact sources. By keeping a clear focus on key sources and strategy, your brand can achieve significant improvements in search visibility.
