The agent successfully understood Sensesbit's core offering, target users, and differentiators from site content and an on-domain feature page, but had to retrieve pricing from third-party review sites because the company does not publish it publicly—a consultative sales model gap.

• ›Pricing was not on sensesbit.com: The agent fetched /pricing (404) and /features (404), both failed. The homepage and feature page contained no pricing. The agent only obtained pricing ($299–$799/month tiers) from web search results linking to Capterra and SoftwareAdvice, not from the domain itself.
• ›Core positioning came from two on-domain pages: The homepage [step 0, 3] provided workflow overview and use cases; the dedicated sensory-analysis page [step 7] explicitly articulated the AI differentiator ('YOUR LLMs NOSE'), integrations, and decision-focused design. This information was well-structured and accessible.
• ›Competitor information came from search, not site: The agent did not find a competitor comparison on sensesbit.com. It only obtained alternatives (XLSTAT, Displayr, Tableau, SurveyMonkey) through web search results [step 5]. The site focuses on its own positioning rather than market positioning.
• ›Navigation paths broken or incomplete: Two standard navigation expectations (/pricing, /features) returned 404s, forcing the agent to rely on unlinked pages discovered via search. The site does surface a features section via the homepage hero ('See the Software'), but internal linking to formal pricing or feature comparison pages is absent.
• ›Sales model is consultative-first: The site's repeated CTAs ('GET A DEMO', 'LET'S CHAT') and absence of public pricing suggest deliberate positioning that pricing discussions happen via sales interaction, not self-service discovery. This is transparent but creates friction for programmatic understanding.