Perplexity open-sources BrowseSafe and BrowseSafe-Bench: a detection model and security benchmark to catch prompt-injection attacks hidden in web pages and HTML elements. The fine-tuned BrowseSafe outperforms off-the-shelf safety classifiers and LLM detectors, enabling lower-latency defenses for AI browser agents. Both resources are available for developers to harden autonomous agents.