The agent gathered a partial understanding of Vedshil Careers by combining fetches from the site itself with external sources, but critical information—particularly pricing—was not available on the public website. The agent successfully identified what the platform does, who it targets, and its claimed differentiation (IITians + MNC instructors), but had to work around a nearly opaque website and resort to web search and prior knowledge to fill gaps. The site's JavaScript-heavy architecture and absence of transparent pricing or outcome metrics made it poorly navigable for the discovery task.

• ›Steps [1], [2], [3], [8], and [21] returned HTML from vedshilcareers.in pages but were heavily truncated (4400+ chars cut off each time), preventing the agent from extracting actual page content. The site is a Next.js app that likely renders content client-side, making static HTML fetches inadequate for understanding.
• ›The agent could not find pricing anywhere on the official site (step [4] returned 404 for /pricing), forcing reliance on web search ([5], [9], [17], [19], [22]) and external citations (Internshala, Justdial). Pricing remains the single largest gap in the final answer.
• ›The most useful content came from external sources (Internshala company page [11], Justdial listing [20]) rather than the official site. These provided contact details, location (Sargasan, Gandhinagar), rating (4.9/5), and confirmation the company was founded in 2024, but not pricing or detailed course structure.
• ›The agent inferred the 'IITians + MNC professionals' differentiation from search results and web sources ([22]), not from direct site content. This suggests the positioning exists but is not clearly documented on the website itself.
• ›Course names were visible in URLs fetched ([8] React course, [21] MERN+AI bundle), but full syllabi, duration, certification details, and fee structures were absent or inaccessible from the site. The agent had to declare these as 'confusing/missing.'
• ›The site's newness (launched 2024) and poor online discoverability (minimal Reddit/Quora presence, not found in competitor analyses) made triangulation difficult; the agent correctly flagged this as a trust/verification problem.