Guiding Agentic AI is the NEW Battle for Consumer Trust and Influence
September 18th, 2025 Posted by Emergent Uncategorized 0 comments on “Guiding Agentic AI is the NEW Battle for Consumer Trust and Influence”How you convince ChatGPT, Claude or Gemini your brand should be recommended
For the first time in the history of modern marketing, a machine holding vast global insight and knowledge on every product, category and company, steps in between the consumer and the brand to provide authoritative, easy-to-understand, supported advice on what products to buy. The voice is empathetically human, like your colleague at work, except it possesses more knowledge than all of the world’s experts you could amass in one place at one time — and offers its assessments in a conversational, two-way forum.
LLMs will remember every conversation they have with you.
Imagine what it will understand about your preferences, needs, wants, desires, problems.
It responds to any query in seconds.
Asks follow-up questions to refine its ability to send relevant help.
Is available 24/7 and never gets tired of hearing from you.
It may offer to complete a purchase on your behalf.
Consider what this means when a third party (not your brand) with this kind of knowledge, credibility and influence makes recommendations and offers specific guidance, diminishing any need to first visit your brand web site or expend mental calories tracking down other sources of valued information. Further, it validates conclusions and can support its advice with a treasure trove of data. (Of note, it is vital to your business success to gain LLM trust early and control how your brand is perceived).
We know consumers desire certainty in purchases above all things because every human works predictably to avoid the possibility of making a bad decision (read disappointment).
- Could agentic AI become a recuring advisor for help on purchases? Yes, and it is.
- Could this evolve into a relied upon, habitual “go to”? Likely, unless it violates our requirement for trusted reliability, privacy and confidentiality.
- Will this impact your marketing and strategic plans? It must. Read on.
Global unseen Internet traffic, more than 50% of it, is constantly crawling media, government, industry, academic, political sources, and your web site to inform itself – so in light of this vigilant non-stop digital data mining…
What does AI know and believe about your brand and product line?
Your company?
Your technology expertise?
What will it say about your formulations and claims?
What will it recommend?
Is the narrative accurate?
Is your brand story presented in the best light possible?
What portion of your key messaging came through?
What’s missing?
Will your trade partners trust this on-tap source and rely on it for decisions?
This is not a phase, a passing tech fad or a fringe novelty. It is now business infrastructure, and it’s about to change everything including your approach to strategy, marketing support and the comms game plan.
Note, not all web site content and related information about your business and brand is AI friendly. Brand stewards have a responsibility to do everything possible to better inform and influence the assessments AI platforms are making, thus assuring the brand story is correct, complete and compelling.
Is this for real? Is this now or later?
Marketers may wonder if Agentic AI is a near-in priority. While the use of AI has touched hundreds of millions, the role of agentic advisors in everyday life may appear to be a tertiary phenomenon. We are moving past that at lightning speed. More and more people are turning to their LLMs for advice on everything from gym workout regimens and relationship tips to pet care guidance and what car to buy. The time is now for brands to proactively manage what LLMs believe about their brand and business.
What proportion of consumers are already using AI for advice on purchases?
- U.S. consumers who use agentic AI for online shopping: at least 39% from a survey of 5,000 U.S. consumers. Within that cohort, 47% of them turn to AI for product recommendations and 55% for research. A related stat — Adobe Analytics also reports a ~1,200–1,300% year-on-year surge in AI-search referrals to retail sites.
- Overall consumer AI usage: Menlo Ventures’ 2025 consumer study reports 61% of U.S. adults used AI in the past 6 months — and ~1 in 5 are using it daily (we believe this is evidence of habit formation).
- Shopping-specific: WSJ states 42% of consumers are using generative AI for shopping guidance, thus why it’s time to adopt GEO “generative engine optimization” strategies to show up correctly in various agentic AI platforms.
Bottom line: Across trusted sources, the active shopper-use is ~35–45%, with Adobe’slarge U.S. study clocking in at 39% overall and 47% for recommendations. That’s not a niche.
Agentic Engine Optimization (AEO) is here
Various LLM platforms (ChatGPT, Claude, Gemini, et al) look at brands and businesses differently, their assessments and recommendations are not all the same. Brands need to start now to inform and influence the various LLMs so their stories and messaging are showing up fully, correctly.
LLMs may not get the full picture —unless we make the effort to guide them
Risk of inaction: AI answers can omit brand differentiators including sourcing, formulation standards, ingredient nuances and science-backed claims – especially if facts aren’t consistently managed and reinforced across various channels of media LLMs scan (press, reviews, Q&A, retailer PDPs, etc).
Without proactive optimization (GEO), AI can misrepresent your brand strengths and story.
As agentic AI becomes the “first advisor” consumers consult, what LLMs recommend or state can sidestep CPG brand messaging, claims, and nuances—creating risk if left un-curated.
AI models learn from “earned media” because they trust the authority
LLMs train on publicly available text—reviews, articles, press, forums—so what’s being said about your brand and your competitors can shape an LLM query response. Managing that narrative is the new strategic game plan. Chatbots are a lot like people—except they are unimagining, unfeeling, electronic ones. The things you need to do to win them over include making your product stories clear, detailed and easy to navigate, clearly explaining your company’s vision. Additionally winning positive third-party endorsement through coverage in the news—which is also relevant to how you inform your real, human customers.
The Agentic Optimization Engine (GEO) game plan
Assessment and ongoing LLM management
This is an evolving story because LLM crawling is constant. You need to know what the various LLM platforms think they understand about your brand and competitors, and to stay on top of that over time. New online GEO management platforms have emerged to help brands track LLMs, gain knowledge of what they know and monitor how this evolves.
LLMs are swayed by narratives
- Long form, conversational content alongside linear stories with timelines and Q&As are AI crawling friendly. Recency is an issue for AI, so company blogs are an important part of the plan because they are constantly updated.
- Third-party authoritative blogs and e-newsletters matter as AI assigns authority to the voices of outside sources that verify the stories and claims your making. Are you working actively to gain attention in third-party publishing channels?
- Product pages with detailed descriptions and narrative guidance resonate because this is what LLMs are doing – making recommendations on what products to buy so they are evaluating your product bona fides while making their recommendations. Thus why fact sheets, timelines and Q&As are equally important on the LLM crawling journey.
- Earned media is a significant and vital part of this ecosystem because LLMs consider editorial reporting to be a credible and authoritative source. Now your earned media strategies perform double-duty – not only building credibility and awareness of what you want consumers to believe about your brand and business from a respected third party , but also to inform LLMs. Note that AI is crawling wire service platforms so now the decision to put press releases out on the wires gains added importance as a source of AI guidance and understanding.
- Web sites should be optimized to provide easy navigation of content that is AI friendly. The good news: you should be refining your product stories for guidance and clarity anyway, so even if you’re not ready to accept that Agentic AI is here and happening, your work to make these improvements will be good for business anyway.
- Research confirms paid media is less important in GEO guidance because LLMs don’t assign the same credibility and authority to self-promoting, short form messaging. While you hope and may believe an ad is breaking through, a direct recommendation with authority from an LLM platform will be more intrusive, compelling and persuasive than an ad.
Authority and credibility are key because LLMs are looking for that trusted quality to train themselves. Now is the time to pursue GEO with intention, before LLMs start to regiment what they think about your brand and products. In short, don’t just assume they will get the story straight.
Emergent can help you.
- We can perform an audit of your current communications, content, PR and web site to assess where you may have weaknesses in the GEO journey.
- We can help you optimize content plans and programs to address AI friendly information while improving your product communications and education.
- We can help you identify and pursue the right third-party blogs and e-newsletters, seeking to place favorable stories about your brand and products.
- We are highly skilled in earned media and can create immediate improvements in your earned media strategies and placement rates to optimize editorial attention and outcomes.
Use the link below to arrange an informal get acquainted conversation or to ask questions.
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Bob Wheatley is the CEO of Chicago-based Emergent. Traditional brand marketing often sidesteps more human qualities that can help consumers form an emotional bond. Yet brands yearn for authentic engagement, trust and a lasting relationship with their customers. For more information, contact Bob@Emergent-Comm.com and follow on Twitter @BobWheatley.

