In-game resource surfacing platform
Technology is described for surfacing contextually related resources to a player of a video game by way of a surfacing platform. In a method embodiment, an operation processes a query from a player of a video game that is related to completing an objective. The method includes operations for processing game data of the player for determining a current state and processing game data of other players that have completed the objective. The method further includes operations for identifying successful attempts of completing the objective by other players and the resources used in doing so. The method selects a resource that is usable by the player to complete the objective based on those resources by the other players in the successful attempts and presents the resource to the player for immediate use.
1 . A computer-implemented method, comprising:
processing a query received from a device of a player of a video game, the query related to completing an objective of advancing to a subsequent state from a current state in the video game, the current state determined from processing game data of the player;
processing game data of other players that have completed the objective to identify resources utilized by corresponding ones of game characters representing said other players during said successful attempts of completing the objective, wherein the resources identified are in-game virtual resources;
performing simulation of gameplay of the player using an artificial intelligence (AI) player to identify a resource from the resources identified from other players, the AI player configured to mimic a style of gameplay of the player and the simulation performed to predict likely performance of the player in the video game using each of the resources identified from the other players, the resource identified for use in the video game to complete the objective and is based on a measure of effectiveness associated with said resource,
wherein identifying the resource includes identifying a version of the resource matching player attributes of the player and characteristics of a game character representing the player;
presenting the resource on a user interface rendered on the device for selection by the player; and
detecting selection of the resource by the player, the detection causing automatic integration of the version of the resource into a virtual game environment of the video game and association of the resource with the game character of the player, the integration providing the game character with access to the resource to provide input to the video game for completing the objective,
wherein the input is used to update game data of the player to include said version of the resource being used, the input provided using the resource, and game state resulting from applying the input, and wherein the game character is a virtual character manipulated using input from the player.
2 . The computer-implemented method of claim 1 , wherein the processing includes interpreting the query to determine an intent of the player for completing the objective, and identify the resource that matches the intent of the player.
3 . The computer-implemented method of claim 1 , wherein said measure of effectiveness is calculated for each of the one or more resources utilized by the other players during said successful attempts of completing the objective, the measure of effectiveness is based on a plurality of game play metrics of the other players during said successful attempts of completing the objective; and
wherein the resource selected from the one or more resources has a highest measure of effectiveness.
4 . The computer-implemented method of claim 3 , wherein select ones of the other players that have successfully attempted completion of the objective are identified by matching player profile of the player with player profiles of the other players, and the measure of effectiveness is based on plurality of game play metrics of the select ones of the other players.
5 . The computer-implemented method of claim 1 , wherein the current state of the player includes inventory data that describes resources the player possesses at the current state, and wherein said presenting the resource for user selection is further based on the inventory data such that the resource that is presented is not one that the player possesses at the current state.
6 . The computer-implemented method of claim 1 , wherein said identifying successful attempts of completing the objective by the other players includes:
determining, from the game data of the other players, that the other players have been situated at the current state or a similar state; and
determining, from the game data of the other players, that the other players have reached the subsequent state while obtaining a score associated with reaching the subsequent state.
7 . The computer-implemented method of claim 1 , wherein said presenting the resource to the player via the device for use by the player includes:
selecting a rendering profile for the resource based on the player attributes, the rendering profile defines how the version of the resource is to be rendered in the video game and the player profile defines one or more of a character of the player, a skill level of the player, a play style of the player, or a preference of the player; and
rendering the resource for use by the player in the video game according to the rendering profile such that the resource is rendered to match the player profile of the player.