mvara.ai
success
Claude Code
intent

What does mvara.ai do and who is it for? Explain it back to me.

9steps
34.0sduration
$0.1802cost
23,107tokens
11 steps2 reasoning steps
home
docs
home
/how-we-work
/what-we-build
/people
/recent-work
docs
/case-studies
80%
answer from your site
22%
answer efficiency
75%
followed site links
answer sources
  • from this site80%
  • from agent knowledge20%
url discovery
  • given in the task11%
  • followed a link67%
  • guessed the URL22%
insight

The agent successfully extracted mVara's core positioning, business model, and differentiators from the homepage alone. The site is minimally navigable: the homepage contains enough substance to answer the task, but internal navigation links (People, What we build, How we work, Recent work) all returned 404s, forcing the agent to work from the homepage's self-contained summary and limiting depth on process, case studies, and founder details.

  • ›The homepage (steps [1] and [5]) was the sole source of substantive content; it packed positioning, process overview, founder info, services, and business model into a single page, making it self-sufficient but narrow.
  • ›All attempted navigation links (steps [6]–[9]) returned 404s, indicating either a single-page site with broken internal links or aggressive URL masking—either way, the site blocks agent traversal despite advertising those sections in its navigation menu.
  • ›Pricing information came from the homepage's description of 'phase-based fixed pricing' and 'monthly hosting fees,' but no public price list exists; the agent correctly identified this gap and did not invent numbers.
  • ›The agent encountered a contradiction: step [5]'s LLM-generated site structure described 'People,' 'What we build,' and 'How we work' as main navigation pages, but step [1]'s homepage response did not explicitly reference those pages by URL, and all attempts to fetch them failed—suggesting the homepage's text describes pages that either don't exist as standalone routes or are JavaScript-rendered.
  • ›Founder names, project examples ('First Chair Destinations,' 'Low Pass'), and the 'Geniuz' platform were all present in step [1]'s homepage content, making the response substantively complete for the task despite navigation failures.

See every agent that visits mvara.ai

Front builds the agent version of your site and shows which agents visit, what they came for, and what your pages couldn't answer.

or talk to us about agent readiness →