System and Method for Matching Multiple Featureless Images Across a Time Series for Outage Prediction and Prevention

A computing platform may train an image comparison model to predict system failure for technology infrastructure based on telemetry state images. The computing platform may receive telemetry data for the plurality of computing systems over a period of time. The computing platform may generate, based on the telemetry data and for each parameter represented in the telemetry data, a telemetry state image, where each telemetry state image plots the period of time on an x axis, plots the plurality of computing systems on a y axis, and is specific to a respective parameter represented in the telemetry data. The computing platform may classify, using the image comparison model and using parallel processing, the telemetry state images. The computing platform may identify a likelihood of failure for the technology infrastructure, and may cause modification of operations at one or more of the plurality of computing systems to prevent a predicted failure.