The agent assembled a partial but incomplete picture of GattyWorks by combining what the homepage revealed (Build Studio services with pricing), what the blog and Tracxn profile confirmed (company age, founder identity), and what it inferred from keyword scraping and prior knowledge. The site is poorly navigable for the task: the main offering (Build Studio) is well-documented on the homepage, but the Audit Studio service is mentioned only in metadata/keywords on the homepage with no dedicated page, pricing details, methodology, or case studies—forcing the agent to acknowledge major gaps and ultimately recommend direct outreach rather than providing confident answers to all four questions asked.

• ›Step [1] (homepage) was the only content-bearing fetch from gattyworks.com itself; it exposed Build Studio clearly but Audit Studio only as keywords/metadata, suggesting the audit service is either nascent or de-emphasized in the site's actual content architecture.
• ›Steps [3]–[8] all returned 404s, revealing the site is a single-page app with no dedicated /pricing, /about, /services, or /audits routes—navigation is entirely within the homepage; the agent had to infer structure.
• ›Step [9] (blog) returned 200 but the agent never extracted and cited specific blog post content in the final answer, indicating the blog exists but did not materially help answer the core questions about audit service scope, pricing tiers, or differentiation.
• ›Steps [25] (Tracxn profile) and [29] (founder portfolio) were the only external sources cited and provided corroborating context (company founding date June 2025, founder identity) but not information about services, pricing, or positioning—both are identity-layer resources, not discovery resources.
• ›Web searches (steps [11]–[39]) returned almost no results for 'GattyWorks audit' and no comparisons to competitors, which the agent correctly interpreted as evidence that the audit service is either new, underpublicized, or not yet established—a major red flag for task satisfaction.
• ›The agent correctly identified that pricing for Build Studio ($599–$2,999) is prominently featured on the homepage but Audit Studio pricing ($399 starting) exists only as a partial claim with no tiers, inclusions, or methodology published—this asymmetry forced the agent to flag pricing as incomplete.
• ›The agent was unable to answer 'how it's different from alternatives' for the Audit Studio because no competitors appear in search results and no public case studies, methodologies, or customer reviews exist—the site surface does not enable this comparison.