Multi-rail routing of incoming network data

A method for AI-based database configuration, comprising:

• generating, by a model training application executing on a processor, a data multi-rail routing model by:
• receiving, collecting, and accessing historical data corresponding to at least one transfer event, where each transfer event is associated with a source, a source end-point, and a destination end-point;
• training the routing model using the historical data to build a processing plan for each incoming transfer event including identifying a processing route selected from a plurality of rails;
• and
• testing the trained routing model;
• deploying the trained routing model to a processing application for processing incoming transfer events;
• receiving, by a processing application executing on a processor, transfer event initiation data;
• and
• determining, by the deployed model executing on a processor based on the initiation data, a type of transfer event to associate with the initiation data.

A non-transitory computer-readable storage medium, the computer-readable storage medium including instructions that when executed by a processor, cause the processor to:

• generate, by a model training application executing on a processor, a data multi-rail routing model by:
• receiving, collecting, and accessing historical data corresponding to at least one transfer event, where each transfer event is associated with a source, a source end-point, and a destination end-point;
• training the routing model using the historical data to build a processing plan for each incoming transfer event including identifying a processing route selected from a plurality of rails;
• and
• testing the trained routing model;
• deploying the trained routing model to a processing application for processing incoming transfer events;
• receiving, by a processing application executing on a processor, transfer event initiation data;
• and
• determining, by the deployed model executing on a processor based on the initiation data, a type of transfer event to associate with the initiation data.