The agent retrieved core product, pricing, and use-case information from brilliant.ai's homepage and pricing page, but could not find or construct a substantive answer about competitive differentiation—the site does not publish explicit comparisons, and the agent had to infer differentiators from messaging alone rather than extract them from documented content.

• ›The homepage and pricing page were discoverable only via direct URL recall, not by following site navigation; the agent attempted to find /about and /features but both returned 404s, forcing reliance on the homepage alone for product detail.
• ›Pricing was clearly published in a structured, fetchable format (step [2]), making that section of the answer fully grounded in retrieved content.
• ›The agent explicitly acknowledged the gap in competitive positioning: the site does not compare itself to Retool, Bubble, or other no-code platforms, so the 'differentiators' section relies on inference from taglines and emphasis rather than explicit site claims.
• ›Web search (step [8]) returned results for Brilliant.org (a STEM learning platform) rather than brilliant.ai, creating confusion and forcing the agent to re-fetch the correct domain to clarify the product category.
• ›The agent successfully reconstructed the value proposition from three template examples and product messaging, but lacked case studies, customer testimonials, or technical specifications that a human evaluator would normally consult to answer the 'how it differs' question.