Agent successfully assembled a coherent explanation of Spotable's core business, audience, and competitive position, but encountered a critical navigability gap: pricing is not publicly disclosed on the website. The agent filled competitive context by fetching external competitor research and funding data, rather than finding differentiation explicitly stated on Spotable's own site.

• ›Spotable's homepage ([1]) provided foundational facts about the product (3D measurements, automatic quotations, lead management), but the site does not publish a public pricing page—a standard friction point for B2B SaaS evaluation.
• ›The agent guessed URLs like /pricing, /about, and /why-spotable, all of which returned 404s, indicating the site has a minimal information architecture; much content had to be inferred from the two successful fetches (/en and /solutions).
• ›Competitive differentiation was sourced entirely from external research ([7] and [8] from Tracxn and roofing software review sites), not from the target site itself—Spotable's pages do not articulate how they differ from Roofr, AccuLynx, or SalesRabbit.
• ›Step [4] (/en) appeared to be a duplicate or alternate language version of the homepage but was labeled as delivering 'Pricing Information' when it actually contained none—agent was relying on model inference that /en might be a pricing page, showing brittle discovery.
• ›The agent had to rely on external sources and model memory to construct the 'confusing gaps' section of the final answer, since Spotable's site itself does not acknowledge or address competitor comparisons, customer testimonials, or integration details.