The agent successfully assembled a comprehensive explanation of CAIS by combining fetches from the company's own site (caisgroup.com) with web search results and third-party sources. The site clearly articulates what CAIS does, who it serves, and core differentiators, but does not publicly disclose pricing—a critical gap the agent accurately identified and documented.

• ›The primary domain (cais.company) returned 403 Forbidden, forcing the agent to pivot to caisgroup.com. Both are operated by the same entity, but the agent had to discover this via search rather than being redirected or guided by the site.
• ›Pricing information is entirely absent from CAIS's published website content. The company acknowledges it earns fees from transaction facilitation but does not disclose fee structures, rates, or tiers. The agent correctly called this out as a data gap rather than inferring from model memory.
• ›Core facts about CAIS's mission, scale, and features were directly surfaced on fetched site pages (caisgroup.com/ and caisgroup.com/our-company), with no truncation or access barriers—the site is agent-ready for identity discovery.
• ›Competitor information and positioning came entirely from web search results, not from CAIS's own site. The agent had to leave the domain to understand how CAIS differs from iCapital, Pando, and others.
• ›Educational differentiation (CAIS IQ: 200+ courses) and independent due diligence (Mercer vetting) were explicitly claimed on the site and required no inference; the agent correctly attributed these to site content.