The agent successfully assembled a comprehensive overview of Marshall Dennehey by working around the main website's Cloudflare blocking. It retrieved substantive firm information from the Chambers profile (step 8) and discovered practice areas and case results through targeted searches (step 11), then synthesized these with search snippets to answer what the firm does, who it serves, and how it differentiates. However, pricing remained opaque—the agent correctly identified this gap and acknowledged it could not be resolved without direct contact.

• ›Step 8 (Chambers profile) was the only directly fetched content-bearing page and provided structured firm data: size (500 attorneys, 19 offices), founding date, geographic footprint, and practice area overview. This was explicit in the Sources section.
• ›Step 11 search results surfaced practice area and results URLs (marshalldennehey.com/about-marshall-dennehey/results, marshalldennehey.com/practice-areas/aviation-complex-litigation) that the agent attempted to fetch but could not access due to Cloudflare 403 responses (steps not listed as content-bearing because they failed).
• ›The agent filled gaps between blocked pages and limited search snippets by drawing on prior knowledge (~20% per metadata) about law firm business models, defense litigation specialization, and competitive positioning—notably without explicit disclaimers about synthesis.
• ›Pricing information is deliberately unavailable on the public web; the agent correctly identified this as a site-level limitation (law firms typically don't publish rates) rather than a retrieval failure, and stated plainly 'you'd need to contact them directly.'
• ›The site's identity layer (who they are, what they do) is published but partially blocked; search indexing and third-party profiles (Chambers, LinkedIn, ZoomInfo) served as the accessible alternative to the firm's own pages, making the agent dependent on external corroboration rather than primary sources.