Abstract: A system and method are disclosed for generating an assortment plan by an assortment planner. The assortment planner stores value metrics for two or more products, each of the products including two or more of attributes. The assortment planner also analyzes the two or more attributes, by generating attribute values for each of the two or more attributes and communicates the attribute values for each of the two or more attributes to a planning engine. The assortment planner also further constructs a product attributes table and a value metrics table, duplicates the attribute values to generate a merged product attributes table including a number of duplicates of the attribute values and generates a binary value table for each of the attribute values, one or more itemsets, and an assortment of products based, at least in part, on the one or more itemsets. Other embodiments are also disclosed.

Abstract: There is described a method for adding a recommended process action to a design of a software process, the method being executed by at least one processor, the method comprising: recognizing a current state in the software process, the current state being associated with contextual information; determining, based on the contextual information, the recommended process action by: identifying, based on historical process data, a plurality of process actions; ranking, based on a suitability for the software process, the plurality of process actions; and selecting a highest ranked process action as the recommended process action; transmitting, to a client device, the recommended process action; receiving, from the client device, an indication of acceptance of the recommended process action; and in response to the indication of acceptance of the recommended process action, adding the recommended process action to the design of the software process.

Abstract: Systems and methods for adding process actions to the design of a robotic software process. A context-recognition module recognizes a current state of a process being designed, and passes information on that current state to a recommendation module. The recommendation module evaluates the current state and identifies at least one suitable process action to recommend in response to that current state. The recommendation module then recommends the at least one process action to the human designer. If the designer accepts the recommendation, a design module adds the process action to the process design. The recommendation module may also use information about previous actions in the process and in other processes when identifying suitable process actions. The context-recognition module and the recommendation module may each comprise at least one machine learning module, which may or may not be neural network based.

Abstract: Systems and methods for adding process actions to the design of a robotic software process. A context-recognition module recognizes a current state of a process being designed, and passes information on that current state to a recommendation module. The recommendation module evaluates the current state and identifies at least one suitable process action to recommend in response to that current state. The recommendation module then recommends the at least one process action to the human designer. If the designer accepts the recommendation, a design module adds the process action to the process design. The recommendation module may also use information about previous actions in the process and in other processes when identifying suitable process actions. The context-recognition module and the recommendation module may each comprise at least one machine learning module, which may or may not be neural network based.

Abstract: A system and method are disclosed for image processing of one or more items in an inventory of one or more supply chain entities. Embodiments include receiving an initial set of images of at least two items in the inventory, identifying color distributions from the initial set of images using two encoders, and grouping colors of the at least two items based on similarities of the identified color distributions using a color coding model.

Abstract: A system and method are disclosed for image processing of one or more items in an inventory of one or more supply chain entities. Embodiments include receiving an initial set of images of at least two items in the inventory, identifying color distributions from the initial set of images using two encoders, and grouping colors of the at least two items based on similarities of the identified color distributions using a color coding model.

Abstract: A system and method are disclosed for augmented visualization of a planogram of one or more supply chain entities. Embodiments include creating a planogram comprising one or more products, the products associated with a location, and retrieving an image of the planogram and one or more customer segments. Embodiments further include mapping one or more coordinates in an image of a planogram that correspond to the one or more customer segments and rendering an augmented visualization comprising altering the image of a planogram at one or more coordinates to illustrate the one or more customer segments.

Abstract: A system and method are disclosed for augmented visualization of a planogram of one or more supply chain entities. Embodiments include creating a planogram comprising one or more products, the products associated with a location, and retrieving an image of the planogram and one or more customer segments. Embodiments further include mapping one or more coordinates in an image of a planogram that correspond to the one or more customer segments and rendering an augmented visualization comprising altering the image of a planogram at one or more coordinates to illustrate the one or more customer segments.

Abstract: Methods and systems for managing network resources enabling network services over a network and for managing maintenance of network resources. The method comprises determining a desired performance level for the network services, the desired performance level being associated with service metrics that establish compliance with a service level agreement; accessing internal data relating to operations of the network and external data not relating to operations of the network; generating a prediction of a network service pattern based on the desired performance level of the network services, the internal data and the external data; identifying a decision scenario for orchestration of the network resources, the decision scenario establishing a configuration of the network resources, the decision scenario being generated based on a correlation of the prediction of the network service pattern and availability of the network resources; and causing to adapt the network resources based on the decision scenario.

Abstract: Systems and methods for routing a document based on the contents of this document. The content of this document is first subjected to a recognition process and then the result is subjected to multiple types of analysis. Based on the results of the analysis (including contextual analysis), a destination is determined along with any timelines detailed in the document. As well, a severity of the document, indicating the severity of consequences if the document is not handled quickly, is determined. Based on these, an urgency tag and/or a severity tag are assigned to the document. A final destination is determined based on the output of the analysis of the severity, the urgency, and of the destination.

Abstract: Systems and method for use in assisting a user in data aggregation tasks. A system determines the type of data needed by the user to complete the data aggregation task and, based on an indication of the data needed, queries multiple data sources. The results from the multiple data sources are then collated and aligned as necessary. Inconsistencies in the data are resolved or flagged to the user for attention. A completed form or a presentation set of data is then presented to the user for validation.

Abstract: Systems and methods relating to enhancing capabilities of robotic process automation systems. A system and method includes recognizing and analyzing the components of a user interface on which at least one task is to be executed. The task can be executed regardless of changes to the user interface as the components of the task are based on the presence and function of areas of the user interface and not on the location of the components necessary to execute the task.

Abstract: A system and method are disclosed for image processing of one or more items in an inventory of one or more supply chain entities. Embodiments include receiving an initial set of images of at least two items in the inventory, identifying color distributions from the initial set of images using two encoders, and grouping colors of the at least two items based on similarities of the identified color distributions using a color coding model.

Abstract: A system and method are disclosed for augmented visualization of a planogram of one or more supply chain entities. Embodiments include creating a planogram comprising one or more products, the products associated with a location, and retrieving an image of the planogram and one or more customer segments. Embodiments further include mapping one or more coordinates in an image of a planogram that correspond to the one or more customer segments and rendering an augmented visualization comprising altering the image of a planogram at one or more coordinates to illustrate the one or more customer segments.

Abstract: A system and method are disclosed for image processing of one or more items in an inventory of one or more supply chain entities. Embodiments include receiving an initial set of images of at least two items in the inventory, identifying color distributions from the initial set of images using two encoders, and grouping colors of the at least two items based on similarities of the identified color distributions using a color coding model.

Abstract: A system and method are disclosed for generating an assortment plan by an assortment planner. The assortment planner stores value metrics for two or more products, each of the products including two or more of attributes. The assortment planner also analyzes the two or more attributes, by generating attribute values for each of the two or more attributes and communicates the attribute values for each of the two or more attributes to a planning engine. The assortment planner also further constructs a product attributes table and a value metrics table, duplicates the attribute values to generate a merged product attributes table including a number of duplicates of the attribute values and generates a binary value table for each of the attribute values, one or more itemsets, and an assortment of products based, at least in part, on the one or more itemsets. Other embodiments are also disclosed.

Abstract: A system and method are disclosed for augmented visualization of a planogram of one or more supply chain entities. Embodiments include creating a planogram comprising one or more products, the products associated with a location, and retrieving an image of the planogram and one or more customer segments. Embodiments further include mapping one or more coordinates in an image of a planogram that correspond to the one or more customer segments and rendering an augmented visualization comprising altering the image of a planogram at one or more coordinates to illustrate the one or more customer segments.

Abstract: A system and method are disclosed for generating an assortment plan by an assortment planner. The assortment planner stores value metrics for two or more products, each of the products including two or more of attributes. The assortment planner also analyzes the two or more attributes, by generating attribute values for each of the two or more attributes and communicates the attribute values for each of the two or more attributes to a planning engine. The assortment planner also further constructs a product attributes table and a value metrics table, duplicates the attribute values to generate a merged product attributes table including a number of duplicates of the attribute values and generates a binary value table for each of the attribute values, one or more itemsets, and an assortment of products based, at least in part, on the one or more itemsets. Other embodiments are also disclosed.

Abstract: Methods and systems for managing network resources enabling network services over a network and for managing maintenance of network resources. The method comprises determining a desired performance level for the network services, the desired performance level being associated with service metrics that establish compliance with a service level agreement; accessing internal data relating to operations of the network and external data not relating to operations of the network; generating a prediction of a network service pattern based on the desired performance level of the network services, the internal data and the external data; identifying a decision scenario for orchestration of the network resources, the decision scenario establishing a configuration of the network resources, the decision scenario being generated based on a correlation of the prediction of the network service pattern and availability of the network resources; and causing to adapt the network resources based on the decision scenario.

Abstract: Systems and methods for managing multiple robotic agents in an enterprise. The robotic agents share their inputs and outputs with a data coordinator module. The coordinator module, through that data, learns the enterprise's goals and values and learns to optimize robotic agents on both a per section and on a per agent basis. The data is useful for training future versions of the coordinator module as well for training machine learning modules that aim to further the enterprise's goals.