The agent could not access IV.AI's website directly (403 blocks), but assembled a partial picture of what the company does and who it serves using web search results. Pricing and competitive differentiation remain unexplained due to both site blocking and absence of public information.

• ›The target domain (iv.ai) blocks all automated fetches with 403 errors, making direct content gathering impossible. The agent discovered all substantive information through web search snippets and external third-party sources rather than the site itself.
• ›Search results [2] and [5] contained enough curated information (from Crunchbase, LinkedIn, and other third-party profiles) to reconstruct IV.AI's positioning, products, and customer list, but these are secondary summaries, not primary source material from the company.
• ›Pricing information could not be found in any form—neither on-site nor in public sources. The agent correctly notes this is typical for enterprise software but had to rely on model reasoning rather than retrieved facts to explain why.
• ›The agent acknowledged inability to differentiate IV.AI from competitors and marked this as 'unclear,' correctly attributing the gap to missing data rather than fabricating comparisons. The mention of 'agentic AI' appeared in search results but without explanation.
• ›The agent was forced to cite URLs it could not fetch (iv.ai/about, iv.ai/products) because those URLs appeared in search results. These citations do not represent content-bearing steps but rather routing pointers that failed to resolve.