The agent assembled a reasonably complete picture of MM12's business (loyalty marketing agency serving Brazilian enterprises) by combining website fetches, web search results, and prior knowledge, but could not find public pricing or detailed service specifications. The website, built on Wix with dynamic rendering, did not expose structured content about offerings, pricing tiers, or features—forcing the agent to rely on case studies, LinkedIn, and news articles to piece together their positioning and client list.

• ›Steps [1, 10, 11, 12, 23] returned Wix-rendered HTML with minimal extractable text in the response snippets; the agent had to infer content from URLs (e.g., '/sobre', '/cases', '/cases/profarma') and corroborate via external sources rather than reading page content directly.
• ›Case studies and competitor context came primarily from web search results ([24, 26]) and news articles (Exame, Marcas Pelo Mundo), not from the mm12.com.br domain itself—the site does not publish its own positioning, client list, or service descriptions in machine-readable or easily crawlable form.
• ›Pricing information is entirely absent from the site; the agent correctly flagged this as a gap and noted that custom project-based pricing likely requires direct contact—a friction point typical of high-touch agency models but poor for agent self-service.
• ›The agent successfully identified MM12's three core teams (business, creation, technology) and their differentiation (360° in-house approach, ABEMD awards) by synthesizing multiple search results, demonstrating good cross-source triangulation but also confirming the site itself does not articulate these claims clearly.
• ›MM12Pay app reference appeared only in search results, not on the main site, leaving its role ambiguous—another sign the site does not comprehensively document its product ecosystem.