Abstract: Various embodiments relate generally to data science and data analysis, computer software and systems, and control systems to provide a platform to facilitate implementation of an interface and one or more sensors, and, more specifically, to one or more sensors that implements specialized logic to facilitate in-situ monitoring of inventories of consumables and automatic reordering of a consumable. In some examples, a method may include receiving sensor data representing usage of a device configured to process a consumable, characterizing the usage to form a characterized value, correlating data representing a unit of the consumable processed via the device to a characterized value of the usage, adjusting an amount representing an inventory of the consumable, detecting an amount of the inventory of the consumable is associated with one or more ranges of threshold values, and generating data representing a request to replenish the inventory of the consumable.

Abstract: Various embodiments relate generally to data science and data analysis, computer software and systems, and control systems to provide a platform to facilitate implementation of an interface and one or more sensors, and, more specifically, to one or more sensors that implements specialized logic to facilitate in-situ monitoring of inventories of consumables and automatic reordering of a consumable. In some examples, a method may include receiving sensor data representing usage of a device configured to process a consumable, characterizing the usage to form a characterized value, correlating data representing a unit of the consumable processed via the device to a characterized value of the usage, adjusting an amount representing an inventory of the consumable, detecting an amount of the inventory of the consumable is associated with one or more ranges of threshold values, and generating data representing a request to replenish the inventory of the consumable.

Abstract: Various embodiments relate generally to data science and data analysis, computer software and systems, and control systems to provide a platform to facilitate implementation of an interface, and, more specifically, to a computing and data storage platform that implements specialized logic to facilitate distribution of items in accordance with an automatically adaptive schedule, for example, via an interface. In some examples, a method may include predicting data representing, for example, a zone of time in which depletion of an item is predicted. The method may monitor whether to replenish the item, and transmit via a network an electronic message including one or more item characteristics associated with the item to be replenished. The method may also include receiving another electronic message, and transmitting a control message to a merchant computing system to initiate adaptive distribution to replenish the item, among other things.

Abstract: Various embodiments relate generally to data science and data analysis, computer software and systems, and control systems to provide a platform to facilitate implementation of an interface and one or more sensors, and, more specifically, to one or more sensors that implements specialized logic to facilitate in-situ monitoring of inventories of consumables and automatic reordering of a consumable. In some examples, a method may include receiving sensor data representing usage of a device configured to process a consumable, characterizing the usage to form a characterized value, correlating data representing a unit of the consumable processed via the device to a characterized value of the usage, adjusting an amount representing an inventory of the consumable, detecting an amount of the inventory of the consumable is associated with one or more ranges of threshold values, and generating data representing a request to replenish the inventory of the consumable.

Abstract: Various embodiments relate generally to data science and data analysis, computer software and systems, and control systems to provide an interface, and, more specifically, to a computing and data storage platform that implements specialized logic to facilitate adaptive scheduling automatically to optimally distribute items, such as shipping an item in accordance with an adapted frequency for a subscription. In some examples, a method may include identifying item characteristics associated with an item, determining a frequency based on at least an item characteristic in association with a subset of subscriber accounts, generating data representing a frequency and a subset of the item characteristics to integrate with a web page generated for a merchant computing system, and transmitting the formatted data to a user interface to display a display portion based on the formatted data as an integrated portion of an integrated web page including the web page.

Abstract: Various embodiments relate generally to computer science, data science, software, and computer program and platform architectures, including receiving from a device geolocation data and input data, parsing the input data, evaluating the event data and the location data to generate shipment data, parsing the account to identify subscription data, selecting a sample associated with another item, the sample being selected by an adaptive distribution platform, transmitting other data to the device that renders an electronically-displayed message on an interface on the device, calling one or more data services to retrieve item data associated with the item, and generating a retrieval option associated with the item if the threshold, the query, and the additional input data indicates the device is within a numerical range of the first location or an alternative location and retrieval of the item from the first location is indicated.

Abstract: Various embodiments relate generally to data science and data analysis, computer software and systems, and control systems to provide a platform to facilitate implementation of an interface and one or more sensors, and, more specifically, to one or more sensors and/or computing algorithms that implement specialized logic to facilitate in-situ monitoring and characterization of resource usage and/or device usage to determine usage of one or more consumables to updates inventories of consumables for automated replenishment of a consumable. In at least one example, sensors and/or computing algorithms facilitate formation of an automated home inventory replenishment network. In some examples, a method may include accessing sensor data if a consumable is processed, determining multiple modes of operation for a device, correlating a type of consumable associated with a mode of operation, and updating an amount of inventory for a consumable responsive to an amount consumed and a modified consumption rate.

Abstract: Various embodiments relate generally to data science and data analysis, computer software and systems, and control systems to provide a platform to facilitate implementation of an interface and one or more sensors, and, more specifically, to one or more sensors that implements specialized logic to facilitate in-situ monitoring of inventories of consumables and automatic reordering of a consumable. In some examples, a method may include receiving sensor data representing usage of a device configured to process a consumable, characterizing the usage to form a characterized value, correlating data representing a unit of the consumable processed via the device to a characterized value of the usage, adjusting an amount representing an inventory of the consumable, detecting an amount of the inventory of the consumable is associated with one or more ranges of threshold values, and generating data representing a request to replenish the inventory of the consumable.

Abstract: Various embodiments relate generally to data science and data analysis, computer software and systems, and control systems to provide a platform to facilitate implementation of an interface, and, more specifically, to a computing and data storage platform that implements specialized logic to facilitate distribution of items in accordance with an automatically adaptive schedule, for example, via an interface. In some examples, a method may include predicting data representing, for example, a zone of time in which depletion of an item is predicted. The method may monitor whether to replenish the item, and transmit via a network an electronic message including one or more item characteristics associated with the item to be replenished. The method may also include receiving another electronic message, and transmitting a control message to a merchant computing system to initiate adaptive distribution to replenish the item, among other things.

Abstract: Various embodiments relate generally to data science and data analysis, computer software and systems, and control systems to provide a platform to facilitate implementation of an interface and one or more sensors, and, more specifically, to one or more sensors that implements specialized logic to facilitate in-situ monitoring of inventories of consumables and automatic reordering of a consumable. In some examples, a method may include receiving sensor data representing usage of a device configured to process a consumable, characterizing the usage to form a characterized value, correlating data representing a unit of the consumable processed via the device to a characterized value of the usage, adjusting an amount representing an inventory of the consumable, detecting an amount of the inventory of the consumable is associated with one or more ranges of threshold values, and generating data representing a request to replenish the inventory of the consumable.

Abstract: Various embodiments relate generally to computer science, data science, software, and computer program and platform architectures, including receiving from a device geolocation data and input data, parsing the input data, evaluating the event data and the location data to generate shipment data, parsing the account to identify subscription data, selecting a sample associated with another item, the sample being selected by an adaptive distribution platform, transmitting other data to the device that renders an electronically-displayed message on an interface on the device, calling one or more data services to retrieve item data associated with the item, and generating a retrieval option associated with the item if the threshold, the query, and the additional input data indicates the device is within a numerical range of the first location or an alternative location and retrieval of the item from the first location is indicated.

Abstract: Various embodiments relate generally to data science and data analysis, computer software and systems, and control systems to provide a platform to facilitate implementation of an interface, and, more specifically, to a computing and data storage platform that implements specialized logic to facilitate distribution of items in accordance with an automatically adaptive schedule, for example, via an interface. In some examples, a method may include predicting data representing, for example, a zone of time in which depletion of an item is predicted. The method may monitor whether to replenish the item, and transmit via a network an electronic message including one or more item characteristics associated with the item to be replenished. The method may also include receiving another electronic message, and transmitting a control message to a merchant computing system to initiate adaptive distribution to replenish the item, among other things.

Abstract: Various embodiments relate generally to data science and data analysis, computer software and systems, and digital messaging and control systems to determine at an adaptive distribution platform using a distribution predictor a point of time associated with a scheduled delivery of an item coinciding substantially with a zone of time associated with a predicted distribution date of the item, to transmit to a device an electronic message having data associated with an item characteristic and other data associated with a control user input configured to adapt the scheduled delivery, to receive a response to the electronic message indicating one or more actions to manage an order associated with the item, to determine whether a replenishment adjustment of the item is requested, and to transmit a control signal to a merchant computing system to perform one or more data operations associated with the order.

Abstract: Various embodiments relate generally to computer science, data science, software, and computer program and platform architectures, including receiving from a device geolocation data and input data, parsing the input data, evaluating the event data and the location data to generate shipment data, parsing the account to identify subscription data, selecting a sample associated with another item, the sample being selected by an adaptive distribution platform, transmitting other data to the device that renders an electronically-displayed message on an interface on the device, calling one or more data services to retrieve item data associated with the item, and generating a retrieval option associated with the item if the threshold, the query, and the additional input data indicates the device is within a numerical range of the first location or an alternative location and retrieval of the item from the first location is indicated.

Abstract: Various embodiments relate generally to data science and data analysis, computer software and systems, and control systems to provide an interface, and, more specifically, to a computing and data storage platform that implements specialized logic to facilitate adaptive scheduling automatically to optimally distribute items, such as shipping an item in accordance with an adapted frequency for a subscription. In some examples, a method may include identifying item characteristics associated with an item, determining a frequency based on at least an item characteristic in association with a subset of subscriber accounts, generating data representing a frequency and a subset of the item characteristics to integrate with a web page generated for a merchant computing system, and transmitting the formatted data to a user interface to display a display portion based on the formatted data as an integrated portion of an integrated web page including the web page.

Abstract: Various techniques for predictive replenishment of a sample of an item in accordance with an automatically adaptive schedule is described, including receiving at an adaptive distribution platform multiple requests for one or more items to be replenished by the adaptive distribution platform, analyzing each of the requests to identify an electronic request message associated with each of the requests and the items, identifying in the electronic request message an item characteristic associated with at least one item of the items to be replenished by the adaptive distribution platform, linking the item characteristic to a profile, and generating a control signal to a merchant computing system, the control signal including control data associated with replenishing the item and profile data.

Abstract: Various embodiments relate generally to data science and data analysis, computer software and systems, and control systems to provide a platform to facilitate implementation of an interface, and, more specifically, to a computing and data storage platform that implements specialized logic to facilitate predictive consumption of a sample of an item in accordance with an automatically adaptive schedule, for example, via an interface. In some examples, a method may include identifying data representing a replica of an item for transmission to a location associated with an electronic account, identifying a characteristic associated with a user or an item, predicting a date of consumption of the replica, and generating a subset of data included in an electronic message to initiate executable instructions to generate feedback regarding the replica relative to the date of consumption, among other things.

Abstract: Various embodiments relate generally to data science and data analysis, computer software and systems, and control systems to provide a platform to facilitate implementation of an interface and one or more sensors, and, more specifically, to one or more sensors that implements specialized logic to facilitate in-situ monitoring of inventories of consumables and automatic reordering of a consumable. In some examples, a method may include receiving sensor data representing usage of a device configured to process a consumable, characterizing the usage to form a characterized value, correlating data representing a unit of the consumable processed via the device to a characterized value of the usage, adjusting an amount representing an inventory of the consumable, detecting an amount of the inventory of the consumable is associated with one or more ranges of threshold values, and generating data representing a request to replenish the inventory of the consumable.

Abstract: Various embodiments relate generally to data science and data analysis, computer software and systems, and control systems to provide an interface, and, more specifically, to a computing and data storage platform that implements specialized logic to facilitate adaptive scheduling automatically to optimally distribute items, such as shipping an item in accordance with an adapted frequency for a subscription. In some examples, a method may include identifying item characteristics associated with an item, determining a frequency based on at least an item characteristic in association with a subset of subscriber accounts, generating data representing a frequency and a subset of the item characteristics to integrate with a web page generated for a merchant computing system, and transmitting the formatted data to a user interface to display a display portion based on the formatted data as an integrated portion of an integrated web page including the web page.

Abstract: Various embodiments relate generally to computer science, data science, software, and computer program and platform architectures, including receiving from a device geolocation data and input data, parsing the input data, evaluating the event data and the location data to generate shipment data, parsing the account to identify subscription data, selecting a sample associated with another item, the sample being selected by an adaptive distribution platform, transmitting other data to the device that renders an electronically-displayed message on an interface on the device, calling one or more data services to retrieve item data associated with the item, and generating a retrieval option associated with the item if the threshold, the query, and the additional input data indicates the device is within a numerical range of the first location or an alternative location and retrieval of the item from the first location is indicated.