Agent gathered a coherent overview of Nielsen IQ's business, target customers, competitors, and AI strategy by combining homepage content with web search results on pricing and competitive positioning. The site itself was navigation-poor (multiple 404s on expected paths) and does not publish pricing, forcing reliance on external sources and industry data.

• ›Homepage provided core product/data facts (Optiq, 90+ countries, 3.1T records/week, 177M products) but site navigation was broken—/about, /solutions, /insights all returned 404, requiring the agent to guess or search externally for company depth.
• ›Pricing is completely opaque on the site; the agent had to rely entirely on web search and third-party vendor databases (Vendr, Gartner) to estimate $110K–$380K annual ranges. Nielsen IQ does not self-serve pricing discovery.
• ›Agent filled competitor and differentiation gaps (IRI, Numerator, Kantar, IQVIA, etc.) via web search; the site itself does not position against alternatives or cite comparisons.
• ›Optiq AI value proposition was sourced from press releases and news articles (BusinessWire, NIQ investor relations) because the product page itself was not successfully fetched; agent relied on external sources to explain the differentiation.
• ›Agent flagged that the site lacks transparent background/company info, making it difficult for visitors to self-assess fit without sales contact, indicating poor discovery-layer design for evaluation tasks.