The agent successfully gathered enough information to explain Livada.io's purpose, audience, pricing, and differentiation, but navigated around significant site structure problems. Key content came from the homepage and /en landing page; detailed product pages were missing (404s), forcing the agent to assemble the picture from fragmented sources and note what was inaccessible.

• ›Steps [1] and [4] (homepage and /en page) carried all substantive product, pricing, and positioning information; the site publishes its full value proposition directly on these entry pages rather than in dedicated product subpages.
• ›Three attempts to reach detailed product documentation (/en/pricing, /pricing, /en/seo, /en/about) all returned 404s, indicating broken or missing URL structure; the agent had to work entirely from homepage content rather than drilling into deeper resources.
• ›The agent's final answer correctly attributes facts to site sources ([1], [4]) but also notes confusion and gaps (pricing page missing, limited Cockpit details, no competitor comparisons) — this transparency shows the site left questions unanswered rather than the agent hallucinating.
• ›Web search [7] (AEO/SEO tool comparisons) returned no Livada-specific results, confirming the company has minimal third-party coverage; search [8] seeded the agent back to livada.io/en/, creating a closed loop that forced reliance on the site's own claims.
• ›The agent cited only 1 external source (Livada.io homepage via two paths) because external search results about AEO tools and WordPress plugins did not actually mention Livada.io—the site is not well-indexed or reviewed in the competitive landscape.