Navigating the Age of AI: How Ecommerce Startups Can Master Data Structures and LLM Visibility
The rapid ascent of generative artificial intelligence has fundamentally disrupted the digital marketplace, upending traditional search engine optimization and consumer discovery funnels. As artificial intelligence models like OpenAI’s ChatGPT, Anthropic’s Claude, and Google Gemini increasingly mediate the relationship between consumers and brands, ecommerce startups face an unprecedented challenge: how to capture visibility in a landscape where traditional keywords are steadily being replaced by conversational, intent-driven queries. To uncover actionable strategies for modern merchants, industry expert Eric Bandholz recently sat down with Kenny Trusnik, founder of the Cleveland-based marketing agency Forest City Digital. The discussion explored how emerging digital brands can adapt their backend infrastructure, leverage automated discovery tools, and secure high-value referrals to thrive amidst ongoing technological turbulence.
The Evolution of Digital Marketing in the Generative AI Era
The digital marketing landscape has undergone a profound structural shift over the past several years. Historically, customer acquisition strategies for online retailers relied heavily on traditional search engine optimization, keyword targeting, and paid social media acquisition. Brands would optimize their web pages for specific Google or Bing search terms, building backlinks to drive organic traffic directly to product pages. However, the widespread adoption of large language models (LLMs) has altered consumer behavior. Modern shoppers increasingly turn to conversational AI assistants for product recommendations, comparative analyses, and purchase decisions.
This behavioral shift has forced merchants to rethink how information about their products is indexed, processed, and retrieved by machines. According to Trusnik, success in this new paradigm requires a fundamental pivot toward deep, clean, and highly structured product data. Rather than merely appealing to human readers, digital storefronts must now be architected to communicate seamlessly with algorithmic crawlers. Retailers who fail to adapt risk becoming entirely invisible to the growing demographic of consumers who bypass traditional search engines in favor of generative AI discovery tools.
From Corporate Roots to Modern Agency Leadership
The insights shared by Trusnik are informed by a diverse and rigorous career trajectory spanning traditional corporate environments and fast-paced digital startups. Trusnik began his professional journey in corporate America, holding analytical and strategic positions at major multinational corporations including Toyota and Sherwin-Williams. These foundational years instilled a disciplined, goal-oriented approach to business operations and accountability—principles that often get lost in the fast-moving agency world.
Seeking a more dynamic environment, Trusnik transitioned into the startup ecosystem, where he worked closely with digital content creators seeking to monetize their audiences through direct-to-consumer ecommerce initiatives. This hands-on experience provided a comprehensive understanding of the operational friction, supply chain complexities, and marketing hurdles unique to online retail. In 2020, amidst the economic disruptions of the global pandemic, Trusnik consolidated his expertise by founding Forest City Digital.
Headquartered in Cleveland, Ohio, Forest City Digital was established with a distinct philosophy: aligning agency marketing efforts directly with the high-level business objectives of its clients. Rather than relying on vanity metrics or superficial campaign updates, Trusnik’s team focuses on driving tangible revenue growth, optimizing sales funnels, and building sustainable digital infrastructure for brands operating across competitive sectors.
Core Pillars of Modern Agency Strategy
At Forest City Digital, client engagements are anchored in three primary operational pillars: search, social, and retention. Within the search domain, the agency has evolved beyond legacy search engine optimization to encompass comprehensive AI visibility strategies. Trusnik notes that many of the agency’s clients now generate upward of 10 percent of their total online revenue directly from LLM-driven referrals and citations.
Achieving this level of performance requires meticulous backend technical work. Forest City Digital assists brands—particularly those operating in highly technical, specification-intensive industries such as aftermarket automotive parts—in structuring their metadata and backend architecture to facilitate optimal machine readability. A critical baseline recommendation for any online merchant is ensuring that their website’s robots.txt file does not inadvertently block web crawlers deployed by major generative AI platforms.
On the social media front, the agency manages targeted influencer marketing campaigns and paid acquisition funnels across platforms like Meta and TikTok. Meanwhile, the retention strategy focuses on plugging leaks in customer acquisition funnels through sophisticated email and SMS marketing automation platforms, utilizing industry standards such as Klaviyo and Brevo to maximize customer lifetime value. In addition to these core services, Forest City Digital provides fractional ecommerce and marketing strategy consulting for growing brands navigating complex scale-up phases.
Demystifying Agentic Storefronts and Structured Data
One of the most significant technological developments discussed by Bandholz and Trusnik is the rollout of Agentic Storefronts by Shopify earlier this year. This innovative framework is designed to bridge the gap between merchants and artificial intelligence models by exposing a retailer’s complete product catalog directly to leading LLMs, including ChatGPT, Claude, and Gemini.
Conceptually, Agentic Storefronts operate similarly to traditional product data feeds used for Google Merchant Center or Meta Commerce accounts. However, the scope and depth of data accessibility are vastly expanded. The tool ensures that all granular product attributes—ranging from specific categories and colorways to precise dimensions, material compositions, and technical specifications—are fully visible and easily parsed by LLM crawlers. When a consumer prompts a generative AI tool to recommend a product matching a specific set of nuanced requirements, the AI can query these structured storefronts to deliver accurate, context-aware suggestions.
Complementing these native platform tools is the continued importance of structured data markup, such as Schema.org protocols. Implementing rigorous schema markup acts as a universal translator, enabling search algorithms and AI crawlers to accurately interpret the structural hierarchy of a website, the exact nature of its inventory, and the overarching purpose of the brand. Without these structured frameworks, even the highest-quality products risk being overlooked by algorithmic recommendation engines.
A Blueprint for Launching an Ecommerce Brand
When asked how he would approach launching a greenfield ecommerce enterprise under contemporary market conditions, Trusnik outlined a prioritized, resource-conscious strategic framework. The foundational priority would be establishing deep, clean product data within a highly structured environment, immediately opting into tools like Shopify’s Agentic Storefront ecosystem.
Beyond technical infrastructure, Trusnik emphasized the critical importance of earning digital authority through external validation. Securing product placements within prominent listicles, roundup reviews, and "best-of" editorial articles serves as a powerful trust signal for LLMs, which heavily weight editorial mentions when formulating recommendations. For startups operating under constrained financial resources, Trusnik advises channeling every available dollar into structured data optimization and targeted digital PR designed to secure these authoritative backlinks.
For founders with access to substantial capital, top-of-funnel awareness can be aggressively accelerated through paid acquisition channels, specifically Meta advertising platforms. However, paid media alone is insufficient without a differentiated product offering. Trusnik stresses that successful brands must navigate the classic economic dichotomy of blue oceans and red oceans—identifying novel product concepts that genuinely solve unaddressed consumer pain points rather than merely replicating existing market offerings.
Iterative Novelty and Market Differentiation
True market innovation does not always require inventing an entirely new product category; frequently, success is found through iterative novelty. Bandholz highlighted the rapid market success of Grüns gummies as a prime example. While gummy vitamins were already an established, highly saturated commodity product, Grüns introduced a novel positioning strategy by incorporating dozens of dense superfood ingredients, effectively repositioning a standard vitamin supplement as a comprehensive superfood offering.
Trusnik echoed this sentiment, drawing from his agency’s extensive experience working with hemp beverage brands. As consumer preferences shift away from traditional alcohol consumption in social settings, the hemp-infused beverage market has experienced explosive growth. The underlying product—hemp extract—is not new, but the contextual positioning as a sophisticated social alternative to alcohol provides the necessary market novelty to capture consumer imagination and drive sustained commercial growth.
Conclusion and Industry Accessibility
As the ecommerce ecosystem continues to evolve under the influence of artificial intelligence, merchants must adapt their technological capabilities to meet the demands of algorithmic discovery. By prioritizing structured product data, embracing native integration tools like Agentic Storefronts, and maintaining a disciplined focus on customer retention and brand differentiation, modern startups can successfully navigate the complexities of today’s digital marketplace.
For industry professionals, brand founders, and marketers seeking to connect with Kenny Trusnik or explore partnership opportunities with Forest City Digital, further information is available via the agency’s official website at ForestCityDigital.com, or through direct professional outreach on LinkedIn, where Trusnik maintains an active presence discussing the evolving future of digital commerce.
