Research
Jailbreak-as-a-Service: The Emerging Threat Landscape by Chetan Pathade, Vinod Dhiman, Sheheryar Ahmad :: SSRN
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Why it matters
Jailbreak-as-a-Service lowers the technical barrier for exploiting LLM safety mechanisms, meaning defenders face a scalable, commercialized supply of jailbreak techniques that current guardrails largely fail to stop.
A research paper by Chetan Pathade, Vinod Dhiman, and Sheheryar Ahmad examines the emergence of Jailbreak-as-a-Service (JaaS) as a structured underground economy that commoditizes prompt-based attacks against LLMs. It provides a taxonomy of the JaaS ecosystem — marketplace platforms, pricing models, and distribution channels from Telegram bots to subscription web portals — reporting attack success rates of 65-78% against major LLM providers and evaluating the inadequacy of current guardrail defenses.