straitsai.institute
success
Claude Code
intent

What does straitsai.institute do and who is it for? Explain it back to me.

4steps
32.7sduration
$0.3049cost
17,556tokens
5 steps1 reasoning step
home
home
home
/programs
80%
answer from your site
75%
answer efficiency
100%
followed site links
answer sources
  • from this site80%
  • from agent knowledge20%
url discovery
  • given in the task25%
  • followed a link75%
insight

Agent successfully assembled a coherent explanation of Straits Institute's mission, audience, and differentiation from three fetches of the homepage, but discovered no publicly available pricing information—a critical gap that required disclosing the limitation rather than filling it from external knowledge.

  • ›The homepage (/) was the only successfully fetched page; step [3] (attempted /programs route) returned 404, leaving the site's internal navigation largely unexplored. The agent relied entirely on the homepage's self-descriptive content.
  • ›Pricing was explicitly absent from the homepage's response, and the agent correctly reported this as a 'major gap' rather than inferring or hallucinating pricing models—this is disciplined handling of a real gap.
  • ›The agent typed the homepage URL from memory rather than discovering it via search or internal links, which is unusual; 75% of discovered URLs came from following links, but no follow-through links beyond the failed /programs route appear in the trajectory.
  • ›Homepage responses were comprehensive and well-structured, covering what they offer, who they serve, differentiators, and specific course examples—the site invested in positioning rather than forcing the agent to reconstruct identity from fragments.
  • ›The agent correctly flagged what it could not find (full catalog visibility, competitor comparison, ROI data, implementation details) rather than filling these gaps with plausible-sounding model memory, showing appropriate epistemic restraint.

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