Integrity evaluation of unstructured processes using artificial intelligence (ai) techniques

A method of automatically evaluating an unstructured process comprising:

• accessing inputs that pertain to the unstructured process;
• processing the inputs to obtain entities and attribute values of the entities;
• building respective data structures that store for each input, respective entities and respective attribute values;
• constructing knowledge storage corresponding to each of the inputs, the knowledge storage being constructed based on link predictions between the entities;
• calculating an integrity assurance score for one or more of the entity values extracted from the inputs, the integrity assurance score based on a similarity of the one or more entity values and corresponding values stored in data sources;
• comparing the integrity assurance score with an assurance score threshold;
• and
• determining that the unstructured process is accurate if the integrity assurance score is greater than the assurance score threshold, else generating a report with primary failure reasons in specific areas.

A non-transitory device storage medium comprising machine-readable instructions that cause a processor to:

• receive at least one input including data associated with an unstructured process;
• verify integrity of data obtained from the input, wherein the data is from data sources having data of different data formats and the data is one of historical data, real-time data and live streaming data;
• extract a plurality of entities and values of the plurality of entities from the at least one input;
• conduct entity resolution in a resolved format;
• categorize the plurality of entities into one or more entity categories;
• determine relationships among entities;
• store the entities and relationships between the entities to knowledge storage;
• extract responses by queries from the knowledge storage;
• extract and reconstruct process steps of the unstructured process from the knowledge storage;
• compute and obtain an integrity assurance score, the entity values and corresponding values stored in the data sources;
• determine that the unstructured process is valid upon the integrity assurance score being greater than an assurance score threshold;
• determine that one or more steps of the unstructured process are inaccurate upon the integrity assurance score being less than the assurance score threshold with primary reasons in specific areas;
• and
• initiate remediation when the unstructured process is determined to be inaccurate.