Systems and methods for detecting and verifying closed places (e.g., claims no longer in business) from trip data are provided. A networked system accesses trip data associated with the POI. The networked system processes the trip data to generate at least two time buckets based on timestamps from the trip data associated with the POI, and calculates trip counts associated with the POI for each of the time buckets. Using a machine learning algorithm and based on the at least two time buckets, the networked system determines that the trip counts show a decline over time that indicates that the POI is likely closed. In response to the determining, the networked system updates a database to indicate the POI is closed.

Systems and methods for detecting and verifying closed places (e.g., claims no longer in business) from trip data are provided. A networked system accesses trip data associated with the POI. The networked system processes the trip data to generate at least two time buckets based on timestamps from the trip data associated with the POI, and calculates trip counts associated with the POI for each of the time buckets. Using a machine learning algorithm and based on the at least two time buckets, the networked system determines that the trip counts show a decline over time that indicates that the POI is likely closed. In response to the determining, the networked system updates a database to indicate the POI is closed.

Systems and methods are disclosed for providing a reservation based subscription service that includes one or more processors that perform operations comprising: receiving reservation information for a subscriber of a reservation-based subscription service, the reservation information comprising a booking date and a reservation date; computing a subscription value for the subscriber based on the reservation information; generating, based on the subscription value, a candidate composite offering that includes a first candidate reservation service of a first type and a second candidate reservation service of a second type that are available on the reservation date; determining that the second candidate reservation service has expired; and in response to determining that the second candidate reservation service has expired, modifying the candidate composite offering with a complementary reservation service corresponding to the second candidate reservation service.

Systems and methods are disclosed for providing a reservation based subscription service that includes one or more processors that perform operations comprising: receiving reservation information for a subscriber of a reservation-based subscription service, the reservation information comprising a booking date and a reservation date; computing a subscription value for the subscriber based on the reservation information; generating, based on the subscription value, a candidate composite offering that includes a first candidate reservation service of a first type and a second candidate reservation service of a second type that are available on the reservation date; determining that the second candidate reservation service has expired; and in response to determining that the second candidate reservation service has expired, modifying the candidate composite offering with a complementary reservation service corresponding to the second candidate reservation service.

Certain aspects of the present disclosure provide techniques for intelligent grouping of travel data for review through a user interface. In one embodiment, a method for providing grouped travel data to a user interface of an application, comprises: receiving a plurality of trip records from an application running on a remote device; providing a first subset of the plurality of trip records to a prediction model; providing a second subset of the plurality of trip records to a model training module; receiving labels for each trip record of the first subset of the plurality of trip records from the prediction model; grouping the first subset of the plurality of trip records based on the received labels; and transmitting the grouped first subset of the plurality of trip records to the application running on the remote device.

Certain aspects of the present disclosure provide techniques for intelligent grouping of travel data for review through a user interface. In one embodiment, a method for providing grouped travel data to a user interface of an application, comprises: receiving a plurality of trip records from an application running on a remote device; providing a first subset of the plurality of trip records to a prediction model; providing a second subset of the plurality of trip records to a model training module; receiving labels for each trip record of the first subset of the plurality of trip records from the prediction model; grouping the first subset of the plurality of trip records based on the received labels; and transmitting the grouped first subset of the plurality of trip records to the application running on the remote device.

The application provides a method, apparatus, and electronic device for displaying application interfaces. The method may be implementable on a server. By the method, a current phase associated with a trip of a user may be determined, and interface configuration information corresponding to the current phase is determined for configuring a scenario-based interface of an application. Subsequently, the server sends the determined interface configuration information to the a client of the user, for the client to display the scenario-based interface of the application to the user according to the determined interface configuration information.

An apparatus and method for configuring a customized tour includes providing a list of tour subject indicators with a relevance value for locations to be toured, receiving user selection data regarding the subject indicators, and configuring a tour route based on an aggregate relevance score calculated for the tour subject indicators and locations indicated by one or more users. The method and apparatus may further include defining at least one tour route record comprising an ordered list of locations that satisfies at least a minimum aggregate relevance score constraint and a maximum tour duration constraint and saving information defining the at least one tour route record in a computer memory for use in delivering a corresponding tour.

An apparatus and method for configuring a customized tour includes providing a list of tour subject indicators with a relevance value for locations to be toured, receiving user selection data regarding the subject indicators, and configuring a tour route based on an aggregate relevance score calculated for the tour subject indicators and locations indicated by one or more users. The method and apparatus may further include defining at least one tour route record comprising an ordered list of locations that satisfies at least a minimum aggregate relevance score constraint and a maximum tour duration constraint and saving information defining the at least one tour route record in a computer memory for use in delivering a corresponding tour.

A user device may detect a message received via a messaging platform of one or more messaging platforms. The user device may determine that the message is from a second user based on a match between a user identifier associated with the message and a second user identifier corresponding to the messaging platform for the second user. The user device may transmit message data that includes: message content of the message, and information that identifies the messaging platform used to transmit the message. The user device may receive task information that indicates a task type for a task determined from the message content, a task priority for the task, and information that identifies the second user, and information that identifies the messaging platform. The user device may present the task information via a user interface of the cross-platform messaging application executing on the user device.