Systems and methods providing automated issue diagnosis for fleet of physical resource dispensing machines via multi-channel data sampling

A computer program product for resource routing using quantum optimization, the computer program product comprising a non-transitory computer-readable storage medium having computer-executable instructions for causing a computer processor to perform the steps of:

• receiving resource distribution machine data from a population of resource distribution machines;
• continuously monitoring the resource distribution machine data and determining a statistical performance baseline for the population of resource distribution machines;
• isolating a subset of resource distribution machines of the population of resource distribution machines and deploy a pilot change to the subset of resource distribution machines;
• continuously monitoring resource distribution machine data of the subset of resource distribution machines post-deployment of the pilot change and compare the resource distribution machine data to the statistical performance baseline;
• identifying one or more deviations from the statistical performance baseline;
• generating one or more visual depictions of the one or more deviations;
• and
• automatically transmitting the one or more visual depictions to one or more user computing devices for display via a graphical user interface.

A computerized method for resource routing using quantum optimization, the method comprising:

• receiving resource distribution machine data from a population of resource distribution machines;
• continuously monitoring the resource distribution machine data and determining a statistical performance baseline for the population of resource distribution machines;
• isolating a subset of resource distribution machines of the population of resource distribution machines and deploy a pilot change to the subset of resource distribution machines;
• continuously monitoring resource distribution machine data of the subset of resource distribution machines post-deployment of the pilot change and compare the resource distribution machine data to the statistical performance baseline;
• identifying one or more deviations from the statistical performance baseline;
• generating one or more visual depictions of the one or more deviations;
• and
• automatically transmitting the one or more visual depictions to one or more user computing devices for display via a graphical user interface.