The agent successfully gathered enough information to explain what Albanian with Luli does, who it's for, and how it differs from alternatives, but encountered a critical gap: pricing is not publicly available on the site and must be requested directly. The agent assembled its answer from the site's llms.txt metadata file, an external partner listing, and the RSS feed—indicating the site publishes minimal structured information and relies on direct contact for service details.

• ›Step [11] (llms.txt) was the primary content source, providing the mission statement and core page structure. This was the only machine-readable artifact the site published that directly answered 'what they do'—the HTML pages themselves returned truncated responses that were not parseable.
• ›Step [32] (external Expats in Albania partner page) was cited as a source for credibility details (Luli's background, experience level) because this information was not available in the site's own content. The agent had to leave the domain to verify who this person is.
• ›Step [39] (RSS feed) provided confirmation of the site's positioning as 'The Albanian Notebook' and reinforced the language-culture integration angle, but did not contain pricing, booking, or lesson structure details.
• ›The site does not publish pricing, booking links, lesson formats, or contact forms—only email and phone number appear in external listings. The agent correctly identified this as a major navigation friction point and called it out explicitly.
• ›The site is primarily a content hub (blog + learning guides) with tutoring as a secondary service arranged off-platform. This hybrid model is not clearly signaled by information architecture; the agent had to infer it from the absence of booking/payment pages.
• ›The agent's reliance on prior knowledge + web search (88% combined) vs. site fetches (12%) indicates the site does not surface its own value proposition, pricing, or differentiation in a machine-readable or agent-accessible way. Much of the answer came from external corroboration.