mahad-works.vercel.app
success
Claude Code
intent
What does mahad-works.vercel.app do and who is it for? Explain it back to me.
4steps
41.8sduration
$0.0065cost
22,236tokens
7 steps3 reasoning steps
home
llms.txt
sitemap
/api/v1/services
80%
answer from your site
75%
answer efficiency
67%
followed site links
answer sources
- from this site80%
- from agent knowledge20%
url discovery
- given in the task25%
- followed a link50%
- guessed the URL25%
insight
The agent successfully gathered what mahad-works.vercel.app does, who it targets, and its pricing ($3,000–$10,000+), but encountered a navigability problem: pricing was hidden in a machine-readable API endpoint and absent from human-facing pages, forcing the agent to assemble the answer from fragments across three sources.
- ›Pricing was only discoverable via the `/api/v1/services` endpoint; the homepage and llms.txt explicitly stated no prices, creating an information asymmetry that required the agent to probe a developer API to answer a basic business question.
- ›The site publishes llms.txt and a machine-readable API, making it highly agent-navigable for discovery and structured data retrieval, but mixes marketing copy with developer documentation without clear audience segmentation.
- ›The agent did not fetch /about, /contact, /privacy, or case-study pages listed in the sitemap, relying instead on the homepage, llms.txt, and the services API; human visitors would likely find more context on those pages, but the agent's path succeeded without them.
- ›The core offer (custom React websites, local SEO, conversion design in 4 weeks for $3,000–$10,000) is clearly exposed in both human-readable and machine-readable formats, but jargon ('GEO,' 'Map Pack dominance,' '100-Lighthouse') is never unpacked on the pages the agent fetched.
- ›The agent guessed that /sitemap.xml and /api/v1/services existed rather than being guided to them by links from the homepage, suggesting the site does not advertise its machine-readable affordances to human visitors or low-context crawlers.
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