The agent successfully answered all four dimensions of the task (what, who, how priced, how different) by combining the official site with third-party comparative analysis. The site itself exposed product description and pricing on public pages; competitive differentiation and trade-offs had to be sourced from external reviews, as Tractian's own site does not compare itself to alternatives or acknowledge CMMS limitations.

• ›Step [0–1] failed due to certificate errors on tractian.com.br, forcing the agent to pivot to the English subdomain (tractian.com/en) discovered via search [2]. The Portuguese TLD was inaccessible; the agent successfully navigated around this by using the international domain.
• ›Step [3–4] delivered the core product and pricing information directly from official pages. Pricing is hybrid (per-user software + custom sensor hardware), clearly stated on /en/pricing; no ambiguity in software tiers, but sensor costs remain opaque.
• ›Step [5–6] were essential for answering 'how different': Tractian's official site does not name or analyze competitors or acknowledge trade-offs. The agent sourced this from a third-party review (Limble article), which explicitly covered both Tractian's integrated strengths and its hardware lock-in/CMMS depth limitations—information absent from the official site's marketing.
• ›The agent correctly identified and flagged three confusions: (a) sensor pricing not publicly listed, (b) no on-site competitor comparison, (c) CMMS limitations not disclosed by Tractian itself. These reflect genuine gaps in what the site publishes, not agent misunderstanding.
• ›Step [2] search results included links to Tractian's own blog posts about competitors/alternatives, but the agent did not fetch those—it went directly to the external Limble article. Those internal pages may have provided vendor-controlled framing; the choice to use third-party analysis was sound for neutrality but left internal positioning unexplored.