The agent assembled a reasonably complete profile of Keangnam Korea (a Vietnamese aesthetic clinic) by relying almost entirely on web search snippets and inferred prior knowledge, since direct fetches of the website repeatedly timed out. The agent pieced together what they do, target audience, pricing ranges, and claimed differentiators from search result titles and metadata rather than from the actual site content. The site proved difficult to navigate directly but was discoverable via search; the agent's final answer is largely correct but incomplete on pricing details, competitor differentiation, and staff credentials—gaps the agent acknowledged.

• ›Steps [4] and [5] successfully fetched the homepage and services page, but the HTML responses were truncated/minified and did not contain readable content in the returned snippets; the agent did not extract substantive information from these fetches.
• ›Steps [7], [9], [12], [13], and [15] were web searches whose result titles and URLs (not full page content) directly supplied the answer: eyelid/nose/chin procedures, pricing ranges in VND, awards/credentials, international targeting, and technology claims (FACE AI PRO, needle-free mesotherapy) all came from search snippet metadata rather than from fetching the actual pages.
• ›Multiple direct fetches of specific service pages (e.g., step [8] eyelid-surgery, step [10] about page) timed out, forcing the agent to rely entirely on search discovery. The site is findable but not directly readable by the agent.
• ›The agent accurately cited 9 sources in its final response, but 7 of them were discovered via search results, not directly fetched and verified. Only steps [4] and [5] represent actual site fetches, and neither provided usable content in the response snippet.
• ›Pricing, service menu, doctor credentials, and competitor differentiation were not published in an agent-readable format on the site—the agent had to acknowledge these as gaps and could only provide general price ranges inferred from search title fragments.