Artificial intelligence accountability platform and extensions

A method comprising:

• generating, using one or more computer processors of an Al platform, one or more sub-contexts associated with a plurality of users from one or more data sources, the one or more sub-contexts representing one or more changes in data that are relevant to assessing one or more risks associated with the plurality of users;
• providing the one or more sub-contexts as training data to a plurality of models, each of the models being associated with a confidence score;
• generating a probabilistic assessment of the one or more risks associated with the plurality of users based on an application of the plurality of models to additional data pertaining to the plurality of users received in real time;
• and
• presenting the probabilistic assessment in a dashboard user interface, the dashboard user interface having user interface elements configured to provide insight into how the probabilistic assessment was generated.

A computer-readable storage medium storing instructions thereon, which, when executed by one or more processors, cause one or more processors to perform operations comprising:

• generating one or more sub-contexts associated with a plurality of users from one or more data sources, the one or more sub-contexts representing one or more changes in data that are relevant to assessing one or more risks associated with the plurality of users;
• providing the one or more sub-contexts as training data to a plurality of models, each of the models being associated with a confidence score;
• generating a probabilistic assessment of the one or more risks associated with the plurality of users based on an application of the plurality of models to additional data pertaining to the plurality of users received in real time;
• and
• presenting the probabilistic assessment in a dashboard user interface, the dashboard user interface having user interface elements configured to provide insight into how the probabilistic assessment was generated.