Managing generative artificial intelligence (AI) model outputs using explainability reports

A non-transitory machine-readable medium having instructions stored therein, which when executed by a processor, cause the processor to perform operations for providing computer-implemented services using generative artificial intelligence (AI) models, the operations comprising:

• obtaining a prompt for a generative AI model of the generative AI models;
• obtaining, using the prompt and the generative AI model, a first output from the generative AI model;
• performing, using at least the prompt, the first output, and the generative AI model, an output explainability process to obtain an explainability report for the first output, the explainability report indicating relationships between first information elements of the prompt and second information elements of the first output, and the relationships are based, at least in part, on a second output generated by the generative AI model using a modified prompt and the modified prompt being based on the prompt;
• and
• providing the first output and the explainability report to a downstream consumer as part of providing computer-implemented services to the downstream consumer.

A data processing system, comprising:

• a processor;
• and
• a memory coupled to the processor to store instructions, which when executed by the processor, cause the processor to perform operations for providing computer-implemented services using generative artificial intelligence (AI) models, the operations comprising:
• obtaining a prompt for a generative AI model of the generative AI models;
• obtaining, using the prompt and the generative AI model, a first output from the generative AI model;
• performing, using at least the prompt, the first output, and the generative AI model, an output explainability process to obtain an explainability report for the first output, the explainability report indicating relationships between first information elements of the prompt and second information elements of the first output, and the relationships are based, at least in part, on a second output generated by the generative AI model using a modified prompt and the modified prompt being based on the prompt;
• and
• providing the first output and the explainability report to a downstream consumer as part of providing computer-implemented services to the downstream consumer.