The agent successfully assembled a comprehensive understanding of Skydweller's business from the homepage and a third-party business listing, but the site's navigation structure was brittle—multiple expected pages returned 404s, forcing reliance on homepage content and external references. Pricing transparency was the biggest gap: completely absent from the site itself.

• ›The homepage (steps [1], [4]) was the only consistently fetchable resource on the target domain; separate pages for /about, /pricing, and /services returned 404s despite being advertised in navigation. This forced the agent to extract all core information from a single page.
• ›Step [7] (third-party vancouver.page listing) was the only external source that added substantive new information—specifically, the '90-Day Self-Cleaning Solution' durability claim and budget-tier pricing indicator ('$')—demonstrating that third-party directories sometimes carry more detailed business information than the official site.
• ›Pricing is completely opaque: no rates, project minimums, or cost structure are published anywhere on skydweller.ca or even mentioned in external third-party listings. The site directs all inquiries to custom quotes, making cost comparison impossible without direct contact.
• ›The agent correctly identified that competitive differentiation claims (speed, safety, environmental benefits) came directly from the site's homepage messaging, not from comparisons to named competitors or independent sources.
• ›Navigation structure is fragile: the agent attempted to follow advertised links ('About', 'Services') listed in the homepage navigation output but received 404s, suggesting either broken internal links or a mismatch between the site's information architecture and its actual URL structure.