Artificial intelligence communication enhancements

A system comprising:

• one or more computers and one or more storage devices storing instructions that are operable, when executed by the one or more computers, to cause the one or more computers to perform operations comprising:
• receiving multiple requests related to clinical trial data for querying one or more machine learning models;
• determining whether a first request of the multiple requests corresponds to one or more other requests that previously queried the one or more machine learning models;
• in response to determining that the first request of the multiple requests corresponds to the one or more other requests:
• retrieving a first natural language response previously produced by the one or more machine learning models associated with the first request;
• and
• providing, to a first user device that submitted the first request, the first retrieved natural language response;
• determining whether a second request of the multiple requests corresponds to the one or more other requests that previously queried the one or more machine learning models;
• and
• in response to determining that the second request does not correspond to any of the one or more other requests:
• providing, to the one or more machine learning models, the second request;
• and
• providing, to a second user device that submitted the second request, a second natural language response to the second request output from the one or more machine learning models.

A non-transitory computer-readable medium storing software comprising instructions executable by one or more computers which, upon such execution, cause the one or more computers to perform operations comprising:

• receiving multiple requests related to clinical trial data for querying one or more machine learning models;
• determining whether a first request of the multiple requests corresponds to one or more other requests that previously queried the one or more machine learning models;
• in response to determining that the first request of the multiple requests corresponds to the one or more other requests:
• retrieving a first natural language response previously produced by the one or more machine learning models associated with the first request;
• and
• providing, to a first user device that submitted the first request, the first retrieved natural language response;
• determining whether a second request of the multiple requests corresponds to the one or more other requests that previously queried the one or more machine learning models;
• and
• in response to determining that the second request does not correspond to any of the one or more other requests:
• providing, to the one or more machine learning models, the second request;
• and
• providing, to a second user device that submitted the second request, a second natural language response to the second request output from the one or more machine learning models.