The agent successfully explained MentionLab's core offering, audience, and use cases from fetched site content, but pricing remained opaque—the pricing page existed but contained no price data, forcing reliance on search results and inference. The site's navigation was sparse and several expected pages (solutions, product) returned 404s, requiring the agent to reconstruct a complete picture from homepage fragments and external sources.

• ›Steps [1] and [3] returned consistent, content-rich descriptions of MentionLab's three core intelligence modules and customer list, but the site did not provide a cohesive 'product overview' page—information was distributed across the homepage.
• ›Step [8] confirmed that /pricing exists and is fetchable but deliberately hides pricing behind a 'book demo' wall; no transparent pricing table is published on the site itself, forcing the agent to cite external search results (step [6]) for the €250–€450/month tiering.
• ›Steps [4] and [5] revealed broken navigation: /solutions and /product both returned 404, indicating either incomplete site structure or deliberate URL design, limiting the agent's ability to discover differentiation claims via the site's own CTA paths.
• ›The final response cites only steps [1] and [8] as sources, but step [8] returned no actual pricing data—this citation appears decorative, masking that pricing substance came from search results (step [6]), not from the site itself.
• ›The agent inferred competitive positioning (step [7]'s framing: 'monitoring AI vs. search/social') from first-principles reasoning rather than explicit site messaging; no fetched page compared MentionLab to alternatives like Mention or Semji.