The agent successfully gathered enough information to explain what Mindgraph AI does, who it serves, and how to contact them, but worked around a largely empty FAQ, missing pricing details, and unexplained naming inconsistencies. The site is navigable but incomplete—core questions are posed without answers, and differentiation claims lack supporting evidence.

• ›The homepage and team page provided core positioning (AI-native studio, services, client sectors, two named founders), but the FAQ—19 of 20 answers blank—forced the agent to rely on fragments scattered across pages rather than consolidated answers to standard questions.
• ›Pricing is genuinely absent: the FAQ question 'How much does custom software development cost?' has no answer, and the site offers only a 'Talk to Sales' Calendly link. The agent correctly identified this as custom/quote-based, not because the site said so, but because no pricing exists.
• ›The FAQ poses competitive comparison questions ('How is Mindgraph AI different from Infosys, TCS, Accenture?') without answers, creating the false impression of answered FAQs while actually leaving the differentiation claim unsubstantiated on the site itself.
• ›Naming confusion (domain mgraph.dev, brand Mindgraph AI, legal entity Selective AI Pvt Ltd) was never explained on any fetched page; the agent flagged this but could not resolve it from site content.
• ›The agent typed 67% of URLs from memory (homepage, FAQ, team pages) rather than discovering them through site navigation, suggesting weak internal linking or that the site's information architecture was not self-evident from the homepage alone.