The agent gathered a partial but incomplete picture of lyrad.dev by extracting the homepage markdown and exploring available pages. It correctly identified that Daryl Ngako is an agentic engineer offering AI agent systems, n8n automations, and full-stack development, but could not find pricing, formal service descriptions, or competitive differentiation because the site does not publish these clearly. The site's lack of structured content (no /services, /pricing, or API endpoints for projects) forced the agent to assemble its answer from homepage metadata and prior knowledge rather than dedicated resource pages.

• ›Step [3] was the primary content source: the homepage markdown directly stated the core positioning ('AI agent systems that do real work in production') and contact methods, but lacked pricing, engagement models, and service tiers.
• ›Steps [5] and [8] returned 404s (/pricing and /api/markdown/projects), confirming the site does not publish structured pricing or project details in machine-readable form—the agent had to note these as missing rather than retrieve them.
• ›Step [1] (homepage HTML) and steps [6], [7] (blog and projects pages) confirmed pages exist but are rendered as client-side Next.js apps; the agent could not extract their full content from HTML alone and would need to parse rendered DOM or find markdown endpoints.
• ›The site's architecture uses an /api/markdown/* pattern for some content (homepage worked, projects did not), suggesting inconsistent publication of structured data—agent-unfriendly for comprehensive discovery.
• ›The agent was forced to label pricing, service scope, and differentiation as 'confusing/not clearly stated' because the site does not expose these in separate, discoverable pages or endpoints; positioning must be inferred from tone and scattered references.