Use Generative AI To Create Live Sports Commentary
Deliver a Personalized Fan Experience With Generative AI
Overview
Organizations in the Sports industry are harnessing the power of AI to help bring a better experience to fans throughout the events. For live sports, along with the in-game actions, professional sportscasters often augment game experiences by delivering exciting and insightful commentaries at the right moment. Today, live sport experiences have gone beyond the usual routine of watching games on live TV or streaming devices. Sport fans are found to be more immersed in rich and personalized experiences when engaging with the games on-the-go, such as connecting with other fans on social media, or receiving live game updates on their devices. This opens up new opportunities in the sports industry to come up with creative and interactive fan engagement strategies to gain a competitive advantage. For example, you can showcase the most important moments in the game through in-game Tweeting on the live broadcast to invoke fan engagement.
Turn sports telemetry data into personalized content
Given the richness in language expressions available through GenAI, it is possible to instruct these models to create narratives in styles that cater to fans’ personal preferences, as opposed to traditional commentaries that are delivered in a single homogeneous style. This feature could change the way fans interact with games. This means fans are now in control of how commentaries can be delivered, all based on a single source of truth: live game telemetry data. Extending from this capability, we could leverage Generative AI models to draft game summaries, sports articles in post game scenarios using aggregated statistical game data and more.
Architecture
The demo is built with AWS services focused in 3 workflows: 1. Live game telemetry data ingestion, 2. Perform Generative AI model inference, 3. Presents AI Generated commentary in the client. When a live event occurs, such as a play in American football game, or a turn over in a basketball game, the data that described the play is produced in realtime in continuous fashion. In order to ingest these data as soon as it becomes available, a streaming solution is needed to capture all the actions for downstream processing. We choose Kinesis data stream as the streaming solution in our demo. The number of Kinesis streams/shards needed to support the solution is determined by how frequent an event is created from the source, and how many events are to be captured simultaneously. Once the telemetry data is ingested into a Kinesis data stream, a lambda function gets triggered. It gathers and analyzes the input and to turn the telemetry data into a prompt to be used by the GenAI model for a commentary. In this demo, we use Jurassic-2 Ultra model hosted in Amazon Bedrock for creating the live commentary. Once a commentary has been generated, the lambda function pushes the data into a target Kinesis data stream for downstream consumers, such as a web client or application for presentation purposes. We design a target Kinesis data stream to allow any additional downstream application which might be subscribing to the generated commentary, such as persisting to a DynamoDB, or S3 bucket so that the commentaries could be replayed at later time, opportunity for reselling purposes or simply for archival.
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