Preamble is particularly notable for its early discovery of vulnerabilities in widely used AI models, such as
GPT-3, with a primary discovery of the
prompt injection attacks. These findings were first reported privately to
OpenAI in 2022 and have since been the subject of numerous studies in the field. Preamble has entered a partnership with
Nvidia to improve AI safety and risk mitigation for enterprises. They are a part of the Air Force security program as a notable
Pittsburgh AI hub. Since 2024, Preamble has partnered with
IBM to combine their guardrails with
IBM Watsonx. == Research ==