IP Library Granted Patent US 12699897
Granted Patent B2
US 12699897 · App. 17/988,722 · Granted Aug 4, 2026

Methods and systems for neural network model distribution of automated interactions with network effects and n-tiered incentives via interactive networks

Inventor: John Anthony Leper (Kowloon, HK)
G06N3/08G06N3/044G06Q30/0222
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Quick Facts
Patent No.
US 12699897
App. No.
17/988,722
Granted
Aug 4, 2026
Kind
B2
Abstract

In one aspect, a computerized method of an artificial neural network model for implementing a distribution of automated interactions with network effects and n-tiered incentives via an interactive network comprising: training one or more artificial neural network models to automatically: establish a set of specified system-wide data center parameters, wherein the artificial neural network model is trained on a set of existing data sets and is used to automatically determine the specified system-wide data center parameters, receive an item added by a user added to the interactive network, wherein for each item added by the user adds to the system, the user assigns a specific goal, provide a set of data for each specific goals, generate a specified goal algorithm for each goal described by the user, automatically establish a distribution with a plurality of network effects and n-tiered incentives for each item the user adds, and for each transaction related to the item that occurs in the interactive network, apply the specific goal algorithm based on the user's goal.

Claims (14)

1 . A computer-implemented method for operating a distribution platform that implements network effects and n-tiered incentives via an interactive network, the method comprising:

receiving, from an administrator account via an administration section, macro parameter data establishing system-wide parameters that define at least incentive distribution parameters, discount parameters, commission parameters, and usage fee parameters, wherein the macro parameter data is changeable via the administration section;

receiving, from a seller account, goal data representing an exact goal for an item, and receiving item data for adding the item to the distribution platform, wherein the seller account assigns the exact goal to the item;

generating, by one or more processors of the distribution platform, output values for the item including pricing values, commission distribution values, and transaction fee values for implementing the exact goal based on the goal data and the macro parameter data;

publishing the item on an item detail page of the interactive network that also displays a catalogue listing of other items, wherein selection and ranking of the catalogue listing is generated by one or more system-wide algorithms;

receiving a beacon assignment for a beaconed item, generating a beacon identifier for the beaconed item, and storing beacon access permissions for the beacon identifier, wherein the beacon access permissions include at least one of owner, authorized users, anyone, or no one;

receiving, for a connected item, a beacon connector created by inputting the beacon identifier for the beaconed item as a connector identifier for the connected item;

in response to displaying the item detail page for the beaconed item, when the beacon access permissions authorize use of the beacon identifier, overriding the one or more system-wide algorithms by selecting and ranking one or more connected items at a top of the catalogue listing according to one or more sort levels each having at least one rule, and after connected items are displayed according to the one or more sort levels, displaying additional items ranked by the one or more system-wide algorithms, and when the beacon access permissions are set to no one, disabling the overriding;

displaying, with the item on a user interface, a selectable tell-my-network control that, when selected by a viewing user, transmits a communication advising recipients in a personal network of the viewing user to view the item, wherein the communication has a default configuration that is modifiable and personalizable by the viewing user, and wherein the communication is transmitted via at least one of email, web notification, mobile text message, intra-network communication, app messaging, or online display;

receiving, via an administrative dashboard, communication rule data for the tell-my-network control, wherein the communication rule data includes a message recipient rule that selects which recipients in the personal network receive the communication based on a network relation level, including selecting any, all, or none of users at each network relation level;

storing a plurality of button configurations for the tell-my-network control for the viewing user, and when more than one button configuration exists, prompting the viewing user to select a button configuration for transmitting the communication;

receiving, via the administrative dashboard, user-edited message content for the communication;

in response to selection of the tell-my-network control by the viewing user, adding the item to a platform of the viewing user within the distribution platform such that visitors to the platform can view the item; and

upon a transaction in which a buyer account purchases the item, assigning coins to the item and crediting the coins to an electronic wallet of the buyer account at a time of purchase, enabling redemption of the coins for cash toward a future purchase or exchange for selected merchandise, applying the commission distribution values and the transaction fee values by updating ledgers of related parties within a network, and when sponsored coins are associated with the item, deducting a per-coin amount from the seller account only after the sale is complete and distributing sponsored coin income among at least (i) one or more network members in an inviter chain associated with the seller account and (ii) an owner of the distribution platform.