The agent successfully gathered core information about Quiver's purpose, pricing, and positioning from the site's main pages. The site was navigable but sparse on competitive context and technical details; the agent filled gaps with reasoning rather than retrieval.

• ›The homepage and pricing page directly answered what Quiver does and costs; the About page clarified its core differentiator (embedded AI vs. bolted-on). All three fetches succeeded and were cited as sources.
• ›The agent tried to fetch /features (step [3]), which returned 404—indicating incomplete site structure or navigation. This forced reliance on the homepage and About page alone for feature details.
• ›Web search for 'Quiver LMS alternatives' (step [4]) returned zero competitive context about Quiver itself, only generic LMS comparisons (Canvas, Moodle, Blackboard). The agent correctly flagged this as a gap rather than inventing comparisons.
• ›The agent's 'What Was Confusing or Missing' section relied on model reasoning (e.g., noting that Archer credits are non-standard, that international pricing is unclear) rather than failed fetches—these gaps were genuine absences from the site, not retrieval failures.
• ›Pricing is SGD-only with no multi-currency or international context on the page; the agent's observation that it's unclear if they serve outside Singapore is a fair inference from what the site *did not* state.