The agent assembled a comprehensive overview of AAA by combining web search results with fetches to regional and subdomain pages, since aaa.com itself is primarily a routing hub rather than a full information resource. The site's decentralized regional structure forced heavy reliance on web search (80%) to surface pricing, competitive positioning, and service details that aren't consistently published in a single location; the agent successfully reconstructed the answer but had to work around fragmented, subdomain-specific information architecture.

• ›Step [3] search returned links to aaa.com subdomains and competitors; step [6] search directly surfaced pricing comparison pages; neither the main aaa.com homepage nor initial fetches contained pricing, so search was necessary to find mwg.aaa.com/membership pages that held the tiered pricing structure.
• ›Steps [5], [8], and [10] fetched content from mwg.aaa.com and ace.aaa.com subdomains, revealing that AAA's service details are scattered across multiple regional and vertical-specific subdomains rather than centralized—the main aaa.com acts as a zip-code lookup router, not an information hub.
• ›Step [9] attempted to fetch a membership comparison page but received a 403 Forbidden, indicating access restrictions; the agent worked around this by relying on search results and other accessible pages, demonstrating the site's uneven accessibility.
• ›The agent cited sources from mwg.aaa.com and ace.aaa.com in the final response, confirming these subdomain pages were content-bearing, but also pulled competitive positioning from external sources (Better World Club comparison site), indicating AAA's own site does not clearly articulate competitive differentiation.
• ›No structured data (schema, APIs, or machine-readable pricing/benefits) was surfaced; the agent had to extract and synthesize information from HTML pages and search snippets, making the site moderately difficult for agent navigation despite high brand awareness.