How Agents Read The Web

By Irene Shaw · June 7, 2026

Agents need web pages converted into stable context before they can summarize, reason, or cite sources reliably.

The best extraction systems preserve headings, tables, links, and metadata while removing navigation and promotional clutter.

Teams should test extraction quality with fixed fixtures before publishing broad benchmark claims.