Integrated machine learning and blockchain systems and methods for implementing an online platform for accelerating online transacting

A machine learning-based system for implementing an online platform for accelerating a transaction, the system comprising:

• an ensemble of application programming interfaces (APIs) that includes a plurality of distinct APIs that source a plurality of distinct corpus of data based on API calls configured using subscriber enrollment data;
• an intelligent subscriber interface that is in operable communication with each of the ensemble of APIs, wherein the intelligent subscriber interface comprising a plurality of distinct sets of input objects for collecting a plurality of data inputs during an enrollment of a subscriber, the plurality of data inputs defining the subscriber enrollment data;
• wherein the online platform:
• for each of the plurality of distinct APIs, automatically creates one or more distinct API calls based on a distinct portion of the plurality of distinct portions of the data inputs that is mapped to a respective one of the plurality of distinct APIs;
• composes one or more corpora of subscriber data based on an execution of the one or more API calls and a return of subscriber data by each respective API of the plurality of distinct APIs;
• implements a machine learning-based classifier that:
• (i) infers a first classification label for a first subset of data of the one or more corpora of subscriber data based on extracted feature vectors from the first subset of data;
• and
• (ii) infers a second classification label for a second subset of data of the one or more corpora of subscriber data based on extracted feature vectors from the second subset of data;
• computes, using one or more predictive algorithms, a transaction success score that indicates a likelihood or a probability of successfully completing a prospective transaction between the subscriber and one or more prospective transacting parties based on the first subset of data and the second subset of data;
• and
• selects a product route from a plurality of distinct product routes based on the transaction success score;
• creates (1) a distributed ledger record of one or more details of the prospective transaction and (2) cryptographic token based on a mutual engagement of the subscriber and a prospective transacting party associated with the selected product route;
• and
• uses the cryptographic token to facilitate the prospective transaction between the subscriber and the prospective transacting party.