shortcut.com
success
Claude Code
intent
What does shortcut.com do and who is it for? Explain it back to me.
13steps
58.9sduration
$0.8931cost
92,951tokens
15 steps2 reasoning steps6 searches
home
docs
docs
search
/p/160498/shortcut
search
/compare/linear-vs-sho…
search
search
/agents
search
docs
search
43%
on-site discovery
71%
reliability
14%
link following
path origin
- previous resource14%
- web search57%
- prior knowledge29%
insight
The agent successfully gathered enough information to describe Shortcut's core offering, target audience, pricing structure, and competitive differentiation, though it had to work around truncated HTML responses and assemble fragments from multiple sources. The site's core pages (homepage, pricing, about, agents) were fetchable and contained the key information needed, but the agent could not extract complete feature-tier breakdowns or full pricing details from the initial fetches, necessitating web searches to fill gaps and validate findings.
- ›Step [0] (homepage), [1] (pricing), and [2] (about) returned truncated HTML; the agent's final answer relied on metadata descriptions visible in the HTML head tags (e.g., 'fast, lightweight project management platform where software teams and their AI agents plan, build, and ship together') rather than full page body content.
- ›Step [10] (agents page) and [12] (Korey pricing) were the primary sources for AI agent integration details; these pages were the only ones explicitly cited in the sources list alongside the homepage and pricing page, indicating the agent prioritized them as authoritative.
- ›The agent had to supplement homepage/pricing pages with web searches ([4], [5], [8], [9], [11], [13]) to construct comparative analysis (vs. Linear, Jira, Asana) and clarify the Korey AI product relationship—information not directly present on shortcut.com's own pages.
- ›Pricing page loaded but agent could not extract granular feature-by-tier details, acknowledged in the 'What I Couldn't Find' section; the agent inferred per-user pricing structure ($10/user/month) from search results and metadata rather than fully rendered pricing table.
- ›The site surfaces positioning well via metadata and clear page structure (dedicated /agents/ and /pricing/ routes), but relies on visitors to navigate to those pages; discovery of AI agent offerings and full pricing required directed navigation or search, not prominence on the homepage itself.
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