Communication generation in complex computing networks

A method for communication generation, based on traversing routes of a graph data structure, in a computing network, the method comprising:

• establishing a first connection to a first input data system;
• receiving, from the first input data system, a first desired data attribute and a second desired data attribute;
• establishing a second connection to a second input data system;
• receiving, from the second input data system, first input data;
• establishing a third connection to a third input data system or the second input data system;
• accessing a graph data structure stored at the third input data system or the second input data system, wherein the graph data structure comprises a plurality of data attributes and routes among at least some first data attributes in the plurality of data attributes;
• executing, using one or more computing device processors, a first sensing operation, wherein the first sensing operation determines a first data attribute associated with the first input data;
• determining, using the one or more computing device processors, the first data attribute is at least partially equivalent to the first desired data attribute;
• executing, using the one or more computing device processors, a second sensing operation, wherein the second sensing operation determines whether the first input data is associated with a second data attribute;
• generating a first communication, wherein the first communication is based on at least one of:
• an intermediary data attribute, the first data attribute, the second data attribute, a known data attribute comprised in the plurality of data attributes, or an unknown data attribute comprised in the plurality of data attributes;
• transmitting, using the one or more computing device processors, the first communication to a first computing device, based on a first route, wherein the first route connects, either directly or indirectly, the intermediary data attribute to the second data attribute in the graph data structure;
• receiving, using the one or more computing device processors, a first response, to the first communication, from the first computing device;
• determining, using the one or more computing device processors, based on the first response, that the first input data is associated with the second data attribute;
• modifying, using the one or more computing device processors, the first route, thereby resulting in a modified first route and a modified graph data structure;
• and
• in response to or based on the modifying, using the one or more computing device processors, the first route, modifying the first communication or generating a second communication.

An apparatus for communication generation, based on traversing routes of a graph data structure, in a computing network, the apparatus comprising one or more computing device processors configured for:

• receiving, from a first input data system and via a first connection, a first desired data attribute and a second desired data attribute;
• receiving, from a second input data system and via a second connection, first input data;
• accessing a graph data structure stored at a third input data system or the second input data system, wherein the graph data structure comprises a plurality of data attributes and routes among at least some data attributes in the plurality of data attributes;
• executing a first sensing operation, wherein the first sensing operation determines a first data attribute associated with the first input data;
• determining the first data attribute is at least partially equivalent to the first desired data attribute;
• executing a second sensing operation, wherein the second sensing operation determines whether the first input data is associated with a second data attribute;
• generating a first communication, wherein the first communication is based on at least one of:
• an intermediary data attribute, the first data attribute, the second data attribute, a known data attribute comprised in the plurality of data attributes, or an unknown data attribute comprised in the plurality of data attributes;
• modifying a first route, wherein the first route connects, either directly or indirectly, the intermediary data attribute to the second data attribute in the graph data structure, thereby resulting in a modified first route;
• in response to or based on the modifying the first route, automatically modifying, the first communication, thereby resulting in a modified first communication;
• transmitting, based on the modified first route, the modified first communication to a first computing device;
• receiving a first response to the modified first communication, from the first computing device;
• and
• determining, based on the first response, that the first input data is associated with the second data attribute.