The agent successfully assembled a comprehensive overview of Modsen's positioning, services, and pricing by combining direct homepage fetches with guided web searches, but worked around significant site navigation friction—many advertised service pages returned 404 errors, forcing reliance on search results and blog content to fill pricing and competitor context.

• ›Homepage and portfolio pages were accessible and content-bearing, but 4 out of 7 attempted service-specific URLs (e.g., /custom-software-development, /about, /services) returned 404 errors, indicating either broken internal links or missing public pages despite navigation menus claiming to offer them.
• ›Pricing information was NOT available on the main site; the agent had to use web search to find Modsen's own blog post on software development costs and external sources (Clutch, TechBehemoths) that quoted pricing—suggesting the site does not surface its own pricing strategy transparently.
• ›The AI-Augmented Delivery Model was only mentioned briefly on the homepage; despite being listed in the navigation menu, the dedicated page for it (/ai-augmented-delivery) also returned 404, limiting the agent's ability to validate this claimed differentiator with detailed site content.
• ›Company background contained a factual discrepancy: homepage states '14+ years experience' but external sources claim 'founded in 2020'—the agent noted this but could not resolve it using site-provided sources alone.
• ›The agent successfully inferred navigational structure and service categories from the homepage navigation map but had to rely on external review platforms (Clutch, G2, TechBehemoths) and web search to validate claims about project count, client count, team size, and competitor positioning—information the site itself does not expose in fetched form.