The agent assembled a coherent explanation of Companion.energy's platform, target market, and differentiators by fetching the homepage and platform pages directly, then supplemented with external sources (funding announcements, company about page) to triangulate positioning. The site's main pages were navigable and content-rich, but the absence of public pricing details and limited competitive positioning forced reliance on company claims and external reporting.

• ›Steps [1] and [2] provided the core platform description (Prism/Propel dual-component model) and target audience directly from the domain; this was the primary foundation for the explanation.
• ›Pricing remained a critical gap: the /pricing URL returned 404 [step 3], forcing the agent to note 'This is the biggest gap' and report no actual pricing is disclosed—the site itself acknowledges 'no per-meter pricing' but gives no figures.
• ›Differentiation claims ('financial operating layer, not hardware'; 'autonomous action'; 'bridges operations + procurement') came from the /company/about page [step 11], which surfaced the company's own positioning language but offered no comparative analysis.
• ›External sources (steps [8], [10] search results) initially misdirected the agent to a Texas electricity retail provider (Companion Energy, unrelated), then correctly identified the B2B SaaS vendor and supplied funding/customer context absent from the domain itself.
• ›The agent correctly identified what it couldn't find (pricing, competitors, case studies, modular adoption detail) and transparently reported these gaps rather than inventing details—demonstrating appropriate epistemic boundaries.