TinyFish has launched a free search and fetch service for AI agents, offering zero retrieval charges within defined rate limits to lower overall operational costs. The web infrastructure company provides a web-native AI model and cloud browser fleet that handles live website interactions, achieving a score of 71 at $9.30 per 1,000 benchmark tasks on the Artificial Analysis Search API leaderboard. While the service eliminates retrieval fees, downstream model processing costs remain dependent on token consumption, as fetched webpage sizes directly impact context windows and inference expenses. Understanding token math and extraction output sizes helps enterprise teams optimize AI agent workflows and manage context limits during repeated model calls.