"Under the Freedom of Information Act 2000 , I am writing to request information regarding the use of Large Language Models and generative AI [Artificial Intelligence], such as ChatGPT, by HM Revenue & Customs (HMRC), specifically within the context of the 'R&D Tax Credits Compliance Team'. My request focuses on the following areas: * Implementation Details: Please provide details on how Large Language Models are currently being used within the R&D Tax Credits Compliance Team. This should include, but is not limited to, the purposes for which these models are employed (e.g., data analysis, decision-making support, enquiry responses, penalty justifications, etc.) * Model Selection and Development: Information on the criteria used for selecting these models, any custom development or training undertaken, and the providers of these models. * Data Privacy and Security: Details on the measures in place to ensure the privacy and security of taxpayer data when using these models, including any data protection impact assessments conducted. Given the sensitive nature of R&D claims, detail should be provided if information is being uploaded relating to the claim which is then used to train language models and be available for use by private companies engaged by the Government, who own the overarching tool. * Outcome and Impact Analysis: Any available information or studies on the impact of using Large Language Models on the efficiency, accuracy, and overall outcomes of the enquiry processes within the R&D Tax Credits Compliance Team. * Policies and Procedures: Information on the policies and procedures governing the use of these models, including guidelines on human oversight and ethical considerations. * Future Plans: Details on any planned expansions or changes in the use of Large Language Models within the R&D Tax Credits Compliance Team or other departments within HMRC."