Agent successfully read and synthesized Tennis Glicko's core positioning, pricing, and technical differentiation from the homepage, pricing page, and learning resources. The site is well-navigable for basic product understanding, but lacks dedicated company/founder information and explicit competitor comparisons.

• ›Step [0] (homepage) directly provided the platform's core value proposition, accuracy claim (72.8%), dataset size (440k matches), and founder positioning as 'selling the shovel'—all facts that appeared in the final answer with minimal reformulation, indicating the site front-loads key differentiation.
• ›Step [1] (pricing page) delivered complete, unambiguous pricing tiers and trial offer in structured form, requiring no inference or model memory to answer the pricing question.
• ›Step [4] (learn section) was crucial for the 'differentiation' section—it explicitly covered Glicko-2 advantages, XGBoost, Brier Score methodology, and market mispricing focus, enabling the agent to articulate why Tennis Glicko differs from alternatives without relying on general knowledge.
• ›Step [2] (attempted /about fetch) returned 404, forcing the agent to note a missing founder/company information section in the 'confusing elements' response—the site does not publish this information, confirmed by failed navigation rather than omission from the agent's search.
• ›The agent did not cite or fetch a competitors page, and the final response's 'How It's Different' section is grounded entirely in Tennis Glicko's own positioning (Glicko-2, surface ratings, value focus, transparency) rather than external competitive claims, indicating the site positions itself but does not provide direct comparison data.