One example method includes detecting grey market orders with a detection model. Data from historical orders, which include confirmed grey market orders, can be clustered based on engineered features of the data. A new order can be assigned to one of the clusters based on similarity and a score for the new order can be generated that reflects the likelihood that the new order is a grey market order. Action can be taken on the new order based on the score. The scores output by the detection model can be reviewed such that user input regarding the scores can be used to retrain the detection model.

Systems and methods disclosed herein provide a geo-targeted online reservation system that ensures authenticity of customer devices requesting reservations by generating reservations only if threshold authentication conditions are satisfied. For example, a computing device registered with a server system receives inputs for requesting a reservation of a limited release product and for configuring the product. To authenticate the computing device, the server device transmits an electronic message to the computing device requesting the computing device to respond. A response to the message is one threshold authentication condition for generating the reservation. Upon determining that one or more threshold authentication conditions are satisfied, the server device generates a reservation for the product.

Aspects described herein may relate to a transaction exchange platform using a streaming data platform (SDP) and microservices to process transactions according to review and approval workflows. The transaction exchange platform may receive transactions from origination sources, which may be added to the SDP as transaction objects. Microservices on the transaction exchange platform may interact with the transaction objects based on configured workflows associated with the transactions. Processing on the transaction exchange platform may facilitate clearing and settlement of transactions. Some aspects may provide for dynamic and flexible reconfiguration of workflows and/or microservices. Other aspects may provide for data snapshots and workflow tracking, allowing for monitoring, quality control, and auditability of transactions on the transaction exchange platform.

Various embodiments of apparatuses and methods for transaction processing at edge servers in a content distribution network (“CDN”) are described. In some embodiments, an edge server receives an initial request from a client for content associated with a particular origin, and then provides the content to the client. The edge server can then receive another request from the client that might include an indicator for transaction processing. The edge server determines that transaction processing is indicated for handling this new request, in some embodiments. The edge server can then send a transaction notification to the origin, receive a transaction continuation response from the origin, and then execute a data transaction with transaction entities that are distinct from the content distribution network and the origin, in some embodiments. If the transaction is successful, the edge server can notify the client and the origin of the successful transaction, in some embodiments.

A unified ecommerce platform system that enables sellers to acquire in depth insight into their business market and consumers utilizing a centralized cloud based platform with enhanced consumer purchasing and information gathering abilities and allows users enhanced granular security tools and information for purchase.

A vehicle identification system and method incorporating image recognition for retrieval, authentication, and/or notification. The vehicle identification system having a computing structure comprising at least one processor, a tangible computer-readable memory, and a transceiver for communicating over a network. A camera system communicating with the computing structure. The camera system having at least one camera observing at least one vehicle within a camera range of an establishment. The camera system capturing at least one image of the at least one vehicle. The tangible computer-readable memory comprises instructions to configure the at least one processor to: receive image data from the camera system; and detect an identifiable feature of the vehicle within the image data.

A market electricity price prediction unit is configured to predict a transaction price of electricity traded in an electricity transaction market. A user use prediction unit is configured to predict a use plan of a vehicle by a user of the vehicle. An electricity transaction plan preparation unit is configured to prepare an electricity transaction plan based on a prediction result of the market electricity price prediction unit and a prediction result of the user use prediction unit. The user inquiry performing unit is configured to make an inquiry to the user about the electricity transaction plan before an electricity transaction according to the electricity transaction plan is contracted in the electricity transaction market.

A floral gifting reservation system with automated, reoccurring features and is compatible with existing e-commerce platforms is disclosed. The system allows users to input flower delivery reservation dates and events (such as but not limited to birthdays, anniversaries and holidays etc.) along with a party of interest (spouse, parents, family members etc.); and associate floral arrangements for each party using existing e-commerce point of sale platforms (such as shopify etc.). The system then ensures gifts are delivered to the parties on the preset dates automatically. An object of the invention is to ensure loved ones always receive a floral gift on special occasions. Another important object is to redefine the floral model by providing ‘just-in-time’ delivery and eliminating waste in the floral industry.

Systems and methods include identification of a plurality of items, each of the plurality of items associated with a value of each of a plurality of attributes, determination of a first set of matching criteria, the first set of matching criteria comprising a first plurality of the plurality of attributes, identification of an agreement comprising a plurality of agreement items, each of the agreement items associated with a value of each of the plurality of attributes, determination, based on the first set of matching criteria, one or more of the first plurality of items which match at least one agreement item of the agreement, presentation of an indication of the one or more of the first plurality of items which match at least one agreement item of the agreement, reception of an instruction to add one or more of the one or more of the first plurality of items which match at least one agreement item of the agreement to the agreement, and, in response to the instruction, addition of the one or more of the one or more of the first plurality of items which match at least one agreement item of the agreement to the agreement.

Systems and techniques are disclosed that provide device-based coordination of multi-party delivery processes. One example implementation involves receiving a payer-invite request from a requester device. The payer-invite request requests an invitation be sent to a payer to pay for a delivery order. The delivery order specifying one or more items to be purchased and delivered to a requester location associated with the requester device or inputted by the requester. The system sends the invitation to a payer device associated with the payer and receives a payment from the payer device. The system fulfills the delivery order by identifying a fulfillment center, a driver, and/or a puller and sending communications with order information and instructions to the devices of those parties to coordinate the delivery. For example, the system sends a driving instruction to a driver device instructing the driver to pick up and deliver the items.