pumaai.com
success
Claude Code
intent
What does pumaai.com do and who is it for? Explain it back to me.
5steps
28.1sduration
$0.1795cost
17,778tokens
7 steps2 reasoning steps
home
docs
docs
docs
/features
80%
answer from your site
100%
answer efficiency
75%
followed site links
answer sources
- from this site80%
- from agent knowledge20%
url discovery
- given in the task20%
- followed a link60%
- guessed the URL20%
insight
The agent successfully gathered a coherent overview of Puma AI's core positioning (privacy-first local AI) and discovered that pricing is undisclosed because the product is pre-launch. The site was navigable but sparse on implementation details; the agent had to infer gaps and missing information from what wasn't there rather than from fetched content.
- ›All core facts came from site pages: homepage (/), /pricing, /docs, /blog, and /features each returned consistent messaging about local inference, privacy, and multi-platform availability. The agent did not need to search externally or rely on model memory for domain facts.
- ›The /pricing page explicitly confirmed no pricing was disclosed—a negative finding that directly answered the user's question rather than requiring inference.
- ›Agent used two memory-based URL guesses (/blog, /pricing) that succeeded, showing the site's information architecture follows intuitive conventions. 40% of discovered URLs came from memory, not from site-surfaced navigation.
- ›The final response's 'Confusing or Missing Elements' section consists entirely of model-supplied gaps (unclear terminology like 'observable agent harnesses', missing specs, no release timeline, no model compatibility details). None of these gaps appear in site fetches because the site simply does not address them—an important signal that the agent correctly distinguished between absent information and inaccessible information.
- ›The site provides no comparative analysis vs. alternatives like Ollama or LocalAI, no technical architecture docs, no hardware requirements, and no monetization model—all flagged as missing by the agent despite being reasonably expected for an evaluation task. These are genuine site limitations, not retrieval failures.
See every agent that visits pumaai.com
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 →