viandi.app
success
Claude Code
intent

What does viandi.app do and who is it for? Explain it back to me.

7steps
35.6sduration
$0.3995cost
24,300tokens
8 steps1 reasoning step2 searches
home
docs
/features
docs
/faq
search
search
100%
answer from your site
100%
answer efficiency
50%
followed site links
answer sources
  • from this site100%
url discovery
  • given in the task20%
  • followed a link40%
  • guessed the URL40%
insight

The agent successfully assembled a complete description of Viandi from the website's minimal content—a pre-launch landing page with no pricing, company background, or competitive positioning. The site was highly navigable but extraordinarily sparse: every substantive claim came from a handful of fetched pages that all contained the same core marketing message.

  • ›All five successful fetches (/, /pricing, /features, /about, /faq) returned the same core landing page content, confirming the site has no depth beyond a waitlist signup. The agent correctly identified this structural poverty rather than pretending detail existed.
  • ›The agent typed 60% of URLs from memory (/about, /faq, /pricing)—these paths did not appear as links on the homepage. The site did not surface its own navigation, forcing the agent to guess conventional URL structures.
  • ›Pricing information was explicitly absent (step [1]), and the agent clearly communicated this rather than inferring from model memory. Same for company/founder background (step [3]) and FAQs (step [4]).
  • ›Two web searches (steps [5] and [6]) returned zero mentions of Viandi in the broader meal-planning or nutrition startup landscape, confirming the product has minimal external web presence and is likely genuinely pre-launch.
  • ›The agent correctly flagged Spanish-language primary content and the lack of product screenshots or demos—concrete observations grounded in what the fetched pages actually contained.

See every agent that visits viandi.app

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 →