The agent gathered Savyy's core value proposition, target audience, and privacy-focused differentiation from fetches of marcmansour.dev and savyy.net, then cross-referenced external European fintech alternatives to position it competitively. However, pricing information was completely absent from both official sources, making the task only partial: the agent could not answer a core part of the user's request ('how it's priced').

• ›Neither marcmansour.dev nor savyy.net published any pricing information. Step [1] and [4] returned feature and positioning data but zero cost details, forcing the agent to acknowledge a critical missing piece rather than fabricate.
• ›The agent successfully positioned Savyy against European alternatives (YNAB, Wallet by BudgetBakers, Finary, Spendee) by fetching [7] portofelo.com/blog/mint-alternatives-europe, which provided market context the official site did not supply. This external source became necessary because savyy.net made no competitive claims.
• ›Step [1] (marcmansour.dev homepage) was the only discovery point on the target domain; all product information came from the separate savyy.net domain ([4]), indicating portfolio and product site are structurally divorced. The 404 on /savyy ([2]) confirmed no local product page exists.
• ›The agent relied on model memory to infer Savyy's differentiation (privacy-first, wide bank coverage, multi-platform) rather than reading explicit competitive positioning from either site. Savyy.net stated 'Privacy First' as a claim but did not compare itself to named competitors.
• ›Search steps ([5], [6]) returned results for unrelated 'Savyy' variants (Savah, SavvyMoney, SavvyCal) and general European fintech categories, but no direct Savyy pricing or reviews, confirming the product lacks public visibility in search results or third-party review sites.