The agent successfully gathered core information about Cavalerie's core offering, target market, and service details from the site's markdown and llms.txt files, but could not find pricing or explicit competitive positioning. The site is minimal and intentionally lean—it publishes its core value proposition in machine-readable form (markdown), but relies on the agent to reach out via calendar link for commercial terms, leaving key business model questions unanswered.

• ›Steps [5] and [7] returned nearly identical content from /index.md and /llms.txt, both covering services (agent development, ERP/CRM integration, data onboarding, evaluation) and positioning as 'on-demand forward-deployed engineering.' These were the only substantive content sources on the site.
• ›Pricing, competitive differentiation, team information, case studies, and customer outcomes are entirely absent from the site. The agent correctly identified these gaps and acknowledged them as confusing or missing rather than inferring them.
• ›The site actively discourages traditional navigation—no /pricing, /blog, or /about pages exist (all returned 404). The agent discovered the core content through prior knowledge of common paths and by fetching the markdown version, not through site navigation or search.
• ›The site provides a calendar link for contact but no pricing framework, engagement model details, or scaling information—forcing commercial discovery to happen offline, outside the agent's reach.
• ›The agent's final response was grounded almost entirely in steps [5] and [7], with honest acknowledgment of what could not be found. This is appropriate given the site's minimalism, but represents a significant limitation for someone trying to make a purchasing decision without calling the company.