The agent assembled a partial but useful overview of Moveo Group by combining direct site fetches with web search and prior knowledge. The primary website (moveo.group) provided basic positioning and team information, but lacked transparent pricing, a dedicated services page, and case studies — forcing the agent to rely on third-party sources and acknowledge gaps. The site is navigable but incomplete for comprehensive discovery.

• ›Step [1] (moveo.group homepage) and step [4] (About page) returned positioning text ('startup in the services industry,' 'user-centered and technology agnostic') but no pricing, service tiers, or structured service list. The /services path returned 404 (step [3]), a major oversight for a services company.
• ›Step [15] (LinkedIn) and step [17] (Careers page) provided team size and hiring scope but not business model details. LinkedIn was accessible; third-party profile sites (Crunchbase, GoodFirms, ZoomInfo, Clutch) all blocked the agent with 403/Cloudflare challenges, cutting off corroborating evidence.
• ›The agent had to infer pricing ($25–$49/hour) from prior knowledge and web search results, not from the official website. No mention of retainers, project pricing, or engagement models appeared in any fetched page. The agent explicitly flagged this as 'opaque' and 'would need to contact them.'
• ›The Vercel staging URL (moveo-website-roan.vercel.app) served as a redirect-only landing that pointed to moveo.group; no unique content was retrieved from it, confirming it was a development preview.
• ›The site does not surface case studies, client logos, or competitive differentiation narrative on discoverable pages — the agent noted case studies 'exist' but weren't 'readily accessible from the homepage,' relying on inference from mentions rather than direct links.