tpusa.com
success
Claude Code
intent
What does tpusa.com do and who is it for? Explain it back to me.
7steps
39.3sduration
$0.3687cost
19,160tokens
10 steps3 reasoning steps
home
/programs
/shop
/join
home
home
docs
80%
answer from your site
43%
answer efficiency
83%
followed site links
answer sources
- from this site80%
- from agent knowledge20%
url discovery
- given in the task14%
- followed a link71%
- guessed the URL14%
insight
The agent successfully assembled a coherent overview of TPUSA's mission, audience, and positioning from the homepage and about page, but encountered a significant gap: pricing and membership costs are absent from the public site, forcing the agent to flag this as a notable friction point rather than answer it from retrieved content.
- ›Steps [1], [5], and [6] were the only successful fetches; all three were typed from memory (not surfaced by site navigation), indicating the site has no internal discovery structure that would guide an agent to key pages.
- ›Step [1] (homepage) and step [6] (/about) contained all substantive mission, founder, scale, and positioning claims; the agent drew its entire answer from these two pages.
- ›Steps [2], [3], [4] (attempts to navigate to /programs, /shop, /join) all returned 404s, confirming the site lacks standard navigation patterns and forced the agent to guess URLs.
- ›Pricing information is genuinely absent from the fetched pages—the agent correctly identified this as a site gap rather than inventing it from model memory, distinguishing between what the site exposed and what it withheld.
- ›The agent's final response explicitly called out five specific confusions and missing details (no transparent pricing, unclear entry barriers, limited competitive differentiation, unclear structural relationships, unclear value for non-students), all of which align with the site's actual surfacing limitations rather than the agent's analytical shortcomings.
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