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AI is already replacing traditional search. A Harvard Business Review survey of 12,000 consumers found that 58% used AI to search for products and services in 2025, up from 25% in 2023. These AI search users skew younger, wealthier, and better educated. Bigger disruption is coming as agentic AI begins to change not just how people find products — but how they buy them.
SOM (Share of Model) measures how often and how favorably a brand is mentioned in responses generated by large language models (LLMs) such as ChatGPT, Gemini, Claude, and Perplexity. It tracks mention rate, average position, and brand perception across AI search platforms.
SOM evolves from share-of-search (SOS), which measured customer demand via query volume for traditional SEO. But the stakes in AI search are fundamentally higher. Brands that fail to register on an LLM simply do not appear before consumers at all. On ChatGPT, unlike Google, there is no page two.
In the Agentic Age, brand visibility in AI search is binary: you are either in the answer — or you do not exist for that buyer.
LLMs do not optimize for attention — they optimize for resolution. According to HBR, identifying the job to be done is the number one priority for brand leaders who want to score big on SOM. Two forces drive brand visibility in AI search:
Because LLMs seek resolution rather than keywords, brands must identify specific user needs, use cases, and pain points — then offer precise solutions. A brand offering “running shoes with a carbon fiber midsole for long-distance training” will outperform one selling only “the best running shoes.” Specificity wins AI search.
LLMs reward demonstrated expertise. Three proven strategies:
A 2026 HBR article, “Preparing Your Brand for Agentic AI,” argues that agentic AI is poised to transform purchasing, not just discovery. OpenAI is already partnering with PayPal and Walmart to enable buying directly within ChatGPT. The strategic question for every brand: will your AI brand agent be ready?
Brands face two strategic imperatives: convince customers to use their in-house AI brand agent, and convince third-party consumer agents to recommend their products.
In-house AI brand agents hold structural advantages over general-purpose consumer agents:
Since many customers will always prefer consumer agents, brands must also influence which products those agents recommend:
Brand visibility in the Agentic Age is not a future concern — it is a present competitive battleground. As AI search displaces traditional SEO and agentic AI begins to influence purchasing decisions, the brands that invest in SOM strategy and deploy effective AI brand agents today will define the category winners of tomorrow.
👉 Contact Joanne’s team at 10 Plus Brand to begin building your brand’s AI search presence and SOM strategy before your competitors do.
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Joanne Z. Tan is the Founder & CEO of 10 Plus Brand, Inc. She is a globally recognized brand strategist, thought leadership coach, content and branding expert, and speaker. Joanne helps founders, CEOs, executives, board members, and organizations decode their Brand DNA, elevating successful businesses to powerful brands in the AI age.
Her coaching emphasizes comprehensive strategies, business modeling, multidisciplinary thought leadership, high-authority content creation, brand building, GTM, user experience design, AI Native Brand Architecture™, and AIXD™ (AI Experience Design). Trained in law and business with a liberal arts foundation from Brandeis University, Joanne is also a former journalist, award-winning photographic artist, poet, and avid wilderness backpacker.
© Joanne Z. Tan, 2026. All rights reserved. Originally published on AIXD.world.