The agent successfully extracted what Kalvo does, who it serves, how it's priced, and how it differs from alternatives by repeatedly fetching the homepage (which contained all necessary positioning information) and supplementing with web searches on the expense-tracker market. The site was reasonably navigable but did not surface alternative URLs or detailed competitor comparisons; the agent had to type the homepage from memory and guess that a web search would provide market context.

• ›Steps [1–4] repeatedly fetched the same homepage URL (getkalvo.app/), suggesting the site has minimal internal navigation structure and all key information is consolidated on a single page. The agent typed this URL from memory rather than discovering it via link crawling or site index.
• ›The site deliberately withholds Kalvo Pro's exact price, stating it is 'displayed in the app before purchase.' The agent correctly identified this as a intentional design choice and noted it as a gap rather than a failure to find the information.
• ›The site contains no competitor comparisons or mentions of other apps. The agent compensated by running two web searches ([6] and [7]) to situate Kalvo in the broader expense-tracker and subscription-management market, providing external context the site itself did not offer.
• ›All core value proposition content (fixed-cost tracking, reserve planning, timeline visualization, no bank integration, freemium model with Pro features) was present and well-articulated on the homepage, making the site's core positioning clear despite minimal navigation.
• ›The agent correctly distinguished between Kalvo's deliberate scope (manual entry, forward planning only) and competitor features (automatic bank sync, bill negotiation), grounding this differentiation in Kalvo's own stated philosophy rather than guessing, because the site explicitly explained what it *does not* do.