Caswell’s Fine Menswear collection was virtually invisible to AI search engines such as Google’s AI Overviews, ChatGPT, and Perplexity. The brand had a legacy dating back to 1959 and a catalogue of premium brands, including Jack Victor and Robert Graham, but their online visibility was lacking.
In just six months, Caswell went from being overshadowed by larger competitors to earning consistent visibility across AI-driven, zero-click, high-intent fashion queries. The change occurred after Wytlabs implemented a step-by-step plan for AI engine optimization (AEO) and generative engine optimization (GEO), resulting in a 402.53% increase in AI-origin traffic.
Total AI Visits: +402.53% improvement in total AI Visits in the past 6 months. (79 vs 397)
LLM Engaged Sessions: +403.45% improvement in LLM Engaged Sessions in the past 6 months. (58 vs 292)
Average Session Duration: +147.8% improvement in Average Session Duration in the last 6 months. (4m 11s vs 10m 23s)
Revenue from AI Visits: +135% improvement in Revenue in the last 6 months. ($183.93 vs $433.21)
Caswell’s Fine Menswear is a heritage Canadian menswear brand in operation since 1959. Located in the Niagara region, the brand has gained widespread recognition for its refined tailoring, premium everyday essentials, and modern sophistication. The brand focuses on fit and quality, and they understand luxury. Caswell has a strong direct-to-customer presence through their caswellsclothing.com website. They serve customers who value well-made garments made to last.
Established in 1959 with a long-standing reputation for quality menswear
Curated selection of premium apparel featuring clean silhouettes and durable fabrics
Direct-to-consumer brand serving customers across Canada and beyond
Loyal customer base built on craftsmanship, consistency, and timeless design
Here are the challenges Caswell’s Fine Menswear faced:
Even with strong press mentions and repeat customers, CaswellsClothing.com rarely appeared in AI-generated answers. The site wasn’t built around the way people now ask questions in prompts, conversations, or voice-style queries.
Platforms like Google’s AI Overviews, ChatGPT, Perplexity, and Gemini rely on clear intent, tight structure, and semantic clarity. Much of the existing content didn’t send the signals these systems need to confidently reference or summarize a brand.
Competing for broad terms such as “men’s suits” or “designer polos” meant going head-to-head with global e-commerce players. It's an uphill battle with traditional SEO alone.
Page headings lacked specificity. Summaries were thin. Content wasn’t easily scannable, which reduced its chances of being pulled into AI snippets or zero-click results.
Core product and FAQ pages lacked rich structured data. Without deep JSON-LD markup, AI crawlers had no efficient way to identify fabrics, pricing tiers, brand relationships, or product intent.
Previous efforts were locked into classic SEO thinking. AEO (AI Engine Optimization) was absent, leaving the brand exposed as search behavior rapidly shifted toward conversational and generative discovery.
Search has quietly evolved. Just ranking on page one is no longer the goal.
Customers these days are getting answers by chatting with AI through tools like Google’s AI Overviews, ChatGPT, Perplexity, and other generative engines. These systems are both influencing and being influenced by user interactions. These influences are reflected in how people discover brands and who and what they trust. If your brand doesn’t surface inside those answers, it simply isn’t part of the conversation.
When your brand is cited inside an AI-generated response, you skip the crowded SERP entirely and appear at the exact moment a user is evaluating options. That placement carries weight. It signals authority. It shortens the path from question to action.
If you’re not cited, the opposite happens. Your brand fades into the background, effectively invisible to AI-driven discovery.
Generative search is quickly becoming the first touchpoint in many buyer journeys, especially for high-intent decisions. Being present there isn’t optional anymore—it’s foundational.
Optimizing for large language models through AEO and GEO ensures your content is structured, reliable, and easy for AI systems to interpret. It prepares your brand not just for the next algorithm update, but for the next decade of how search actually works.
The Wytlabs team combined AEO (AI Engine Optimization) and GEO (Generative Engine Optimization) to align the content with how AI platforms interpret and surface information from webpages. We focused on authority building, restructured pages to boost AI visibility, added semantic markup, and optimized the content for prompt-styled queries. We took a further step and engineered content formats most favored by LLMs and created FAQ-rich pages. These steps enabled Caswell’s Fine Menswear to rank across conversational, zero-click search results in six months.
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AEO/GEO Visibility Wins (Last 6 months):
Impact: Spike Across AI Search Results in 6 Months
The Results (July 2025 → Jan 2026)
AEO/GEO Traffic Wins (Last 6 months):
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