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ClawBench: Can AI Agents Complete Everyday Online Tasks?

ClawBench Overview

ClawBench evaluates AI agents on 153 everyday tasks (such as booking flights, ordering groceries, submitting job applications) across 144 live websites. We capture 5 layers of behavioral data (session replay, screenshots, HTTP traffic, agent reasoning traces, and browser actions), collect human ground-truth for every task, and score with an agentic evaluator that provides step-level traceable diagnostics.

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Paper for AgPerry/ClawBench