Why search and influencer strategy now determine inclusion in LLM-generated answers and B2B consideration sets
While AI is changing search, it’s also changing which B2B brands make the short list, and which never get considered.
Discoverability now hinges on authority, built on what your brand says and how consistently others reinforce it. In complex buying environments, that determines whether you’re included in early-stage consideration.
Large language models (LLMs) are accelerating this shift. Buyers have moved beyond traditional searching, turning to systems that synthesize information, compare perspectives and shape answers. As a result, brands have to start influencing the systems that shape decisions while also speaking directly to buyers at every stage.
That’s why the traditional divide between search and influencer marketing is starting to break down. What were once separate disciplines—one focused on rankings, the other on reach—are now working toward the same outcome: building credible signals that shape how brands are surfaced, interpreted and trusted.
To unpack what this looks like in practice, I sat down with Meg Connolly, Senior Strategist with a focus on influencer and organic social, and Torin Keefer, Principal Strategist of Search and Owned Media. They share how this convergence is reshaping B2B discoverability and what marketers need to do next.
Q: What’s happening right now to force influencer marketing and search to converge?
Torin Keefer: We are seeing a fundamental shift in how discovery works. Search is no longer just about searching to find relevant content. It’s about generating answers. LLMs are synthesizing information from multiple sources and presenting it as a single, cohesive response. That means visibility is no longer something you can engineer through technical optimization alone. It must be earned through relevance, authority and trust signals across the broader ecosystem. That’s what determines whether your brand is included in the answers LLMs generate and, ultimately, in the buyer’s consideration set.
Meg Connolly: From the influencer side, that same shift is showing up in how buyers evaluate trust. In B2B especially, buyers are looking for validation from peers, practitioners and subject matter experts across multiple touchpoints. When those voices consistently reinforce certain products, solutions or brands, it strengthens credibility not just with the buyer, but within the signals LLMs are interpreting. Influencer marketing drives more than just reach. It shapes the broader narrative that search systems are now interpreting.
Q: When did this shift go from “emerging” to “real” for you?
Meg Connolly: It became real when we saw B2B audiences engage more with individual voices over brand channels. You can publish a strong point of view on your site, but if it is not echoed or reinforced by others in the industry, it doesn’t carry the same weight. It’s not just engagement. It influences a buyer’s confidence in their purchase decision. In B2B, that validation often happens before a buyer ever engages with a brand directly.
Torin Keefer: For me, it was when Google AI Overviews rolled out, clicks began declining, and social posts were growing as sources. Search results quickly became less about ranking content, and more about bolstering positive reputation signals across the digital ecosystem. Once LLMs began summarizing information directly in the interface, it was clear that search behavior was radically changing forever. You need to be part of the source material that informs those answers. That is what shapes early-stage consideration.
Q: How are LLMs changing the way B2B buyers discover brands?
Torin Keefer: LLMs are compressing the decision-making process. Buyers can ask more complex questions and get synthesized answers immediately, eliminating tedious research and potentially dozens of brand interaction touchpoints throughout that journey. AI has bifurcated the search experience into discovery and validation phases. If your brand is not discovered in LLMs, it limits your ability to enter the consideration process.
Meg Connolly: It also changes how buyers cross-check information. They aren’t just relying on one source. They are looking at multiple perspectives, often from people they trust. If your brand shows up in those conversations, it strengthens your position. If it doesn’t, you are missing a critical layer of validation that increasingly influences how buyers evaluate options and build internal consensus.
Q: Where do human voices, creators and experts fit into that shift in B2B?
Meg Connolly: They are central to it. In B2B, influencers aren’t celebrities. They are credible experts with lived experience. When they share insights, frameworks or opinions, it resonates because it feels grounded in reality. In many cases, they help define how a category is understood. When those perspectives are reinforced consistently, they shape how buyers evaluate solutions and what they trust.
Torin Keefer: I couldn’t agree more. Gen AI answers are essentially an aggregate word-of-mouth. As Meg points out, those lived experiences and credibility factors are critical not only to win your audiences’ trust, but to shape AI summaries and overall sentiment as well.
Q: Are B2B buyers still searching or are they being guided?
Torin Keefer: Both. They are still searching, but the experience has become more guided and increasingly mediated by LLMs. These systems are doing more of the work to interpret intent, synthesize information and present personalized answers. Buyers are spending less time evaluating individual sources and spending more time validating the brands they were guided to during discovery.
Meg Connolly: And that response is shaped by the ecosystem. The voices, content and perspectives that are most consistent and credible are the ones influencing what buyers see. So in reality, buyers are being guided by a combination of LLM-driven systems and human input.
Q: What makes a brand discoverable in an LLM-driven search world?
Torin Keefer: That’s a loaded question with a lot of nuances. Discoverability largely boils down to topical authority and reputation signals, but SEO is just as important. You need to be clearly associated with specific areas of expertise, and that association needs to show up across multiple sources that LLMs can render, validate and see as authentic.
Meg Connolly: That consistency has to extend beyond your owned channels. When other credible voices reinforce your perspective, it strengthens your credibility. It signals that your brand is part of the category conversation, not just promoting itself.
Q: How do influencers contribute to authority in ways search alone can’t?
Meg Connolly: Influencers provide third-party validation, which can carry more weight than brand messaging. When a respected voice reinforces your perspective, it influences how buyers—and increasingly LLMs—interpret credibility. It also helps you reach audiences that may not be engaging with your brand directly.
Torin Keefer: They also create a network effect. Every piece of influencer content adds another layer of context around your brand. That content gets indexed, referenced and surfaced across the ecosystem. Over time, it strengthens the signals that LLMs use to determine what is credible and relevant.
Q: What does real integration between influencer and search look like?
Torin Keefer: It starts with alignment around topics and intent. The themes you are targeting in search should be the same ones your influencers are exploring in their content. That creates a consistent signal across channels and increases the likelihood that your brand is associated with those topics in both human and LLM-driven discovery.
Meg Connolly: It also requires a shift from one-off activations to ongoing relationships. When you work with the same voices over time, you build depth and credibility. That continuity is what turns individual pieces of content into a cohesive ecosystem.
Q: How can influencer content directly impact search or LLM-generated answers?
Torin Keefer: LLM-generated answers are often aggregate summaries based on volume. The more it can find, the more it can validate its answer. Influencer content becomes part of that broader data set that LLMs use to generate answers. If that content is relevant and credible, it can influence how topics are framed and which brands are associated with them. It’s not a direct ranking factor in the traditional sense, but it contributes to the overall signal that determines visibility.
Meg Connolly: It also expands distribution. Influencers publish in places your brand may not, and they engage audiences you may not yet be able to reach. That increases the chances that your perspective shows up across different contexts, which ultimately feeds back into discoverability.
Q: Where are B2B brands still getting this wrong?
Meg Connolly: I see many B2B brands still treating influencer marketing as a campaign tactic instead of a strategic lever. They focus on short-term output rather than long-term impact. That limits the value they get from it.
Torin Keefer: On the search side, there is still a tendency to focus too narrowly on technical optimization and rankings. Those things continue to matter, but they are no longer sufficient on their own. Without a broader search strategy, it will become increasingly difficult to remain discoverable in decision-making processes.
Q: What kind of B2B content performs across both influencer and search environments?
Meg Connolly: Content that is rooted in real expertise and offers a clear point of view. That could be insights, frameworks or practical guidance. It needs to feel useful and credible, not generic.
Torin Keefer: And it needs to be structured in a way that is easy to interpret and reuse. Clear language, defined concepts and logical organization all help both humans and LLMs understand and surface the content.
Q: How do you measure impact when influencer and search are working together?
Torin Keefer: You have to look at a combination of signals. That includes visibility in search, presence in LLM-generated answers and overall share of search around key topics. It is less about any single metric and more about the aggregate effect on your brand.
Meg Connolly: You also need to pay attention to qualitative indicators. Are more people talking about your brand in the right context? Are your messages being reinforced by others? Those are strong signs that your strategy is working.
Q: What has to change inside B2B marketing teams to make this work?
Meg Connolly: Teams need to take down the silos. Social, content and influencer strategies cannot operate independently from search anymore. They need to be connected from the start.
Torin Keefer: It also requires a shift in mindset. Don’t think of channels, think systems. How do all of these efforts work together to build brand authority and visibility over time?
Q: What happens to B2B brands that don’t start to make this shift?
Torin Keefer: The reality is if you are not part of what LLMs are referencing, you are not part of the consideration set. They will become less visible in these environments, and over time, they risk being excluded from the inputs that shape buyer decisions.
Meg Connolly: Absolutely agree. B2B brands must be part of the dark funnel where short lists are shaped and buyers are still in discover mode, not decision mode.
Q: In one sentence, what does discoverability mean for B2B brands today?
Meg Connolly: I’d say being consistently present and trusted across the people, platforms and conversations that shape your category.
Torin Keefer: In search, earning inclusion in the answers that buyers rely on to make decisions.
About Torin Keefer, Principal Strategist of Search and Owned Media:Torin is a visionary search experience and digital marketing leader specialized in SEO, SEM, CRO and content strategy. He creates optimized, user-centered digital experiences across paid, earned and owned media to drive measurable growth for clients.
About Meg Connolly, Senior Strategist: Meg is a champion of research-informed decision-making, working across JPL’s full range of strategic clients. She executes research projects, develops brand strategies, creates marketing and communications plans and provides strategic counsel to clients.
