$ man claygent

Claygent

AI agent inside Clay that browses the web, reads pages, extracts data, and returns structured answers. Think of it as ChatGPT with a browser, running inside a Clay table column.

Manual research doesn't scale. You can't visit 500 websites and summarize positioning by hand. Claygents do it for you. They read markdown, analyze content, extract signals, and output JSON. They're also expensive (credit cost) and unreliable (hallucination risk), so you validate everything.

I use Claygents for LinkedIn post analysis (Play 10), competitive intelligence (Play 11), and full-site markdown research (Play 12). I don't use them for simple lookups — that's what enrichment providers are for. I use them when I need reasoning and extraction from unstructured content. I also run a 6-step validation system before I scale any Claygent column: test on 5 rows, check for hallucinations, enforce JSON schema, score confidence, cap credit spend.