Twenty-five years ago this month, the new height of innovation in NFL broadcasts was the appearance of a yellow line superimposed across the field, marking the all-important first-down line. Boom! This simple, genius addition instantly made the game more engaging for fans.
Now, Prime Video, the home of Thursday Night Football (TNF), is creating once-unimaginable enhancements to the viewing experience, enabling fans with a passion for strategy and insights to dive more deeply into the game than ever before. Amazon is helping to make this possible through a killer combination of in-house machine learning and AI capabilities, Prime Video’s production and engineering expertise, and a powerful backbone of Amazon Web Services (AWS).

‘Prime Vision with Next Gen Stats’

Football fans can enjoy these new and enhanced AI-powered features this season through several TNF offerings, most notably on TNF’s weekly alternate stream that deepens the viewing experience of live NFL action, “Prime Vision with Next Gen Stats.”
Next Gen Stats powered by AWS provide a wealth of insights through the real time data-capture of location, speed, and acceleration for every player on the field. Sensors throughout the stadium track tags concealed within each player’s shoulder pads. But first, they need to be teased out from the mountain of data each game generates.
“We’re collecting more than 300 million data points per season,” said Julie Souza, head of Sports, Global Professional Services at AWS. “This level of data is powering our machine learning models to gain new insights from every game. That helps us understand the sport better, and that’s what we’re sharing with the viewers.”
On “Prime Vision with Next Gen Stats,” the data comes to life in real time, as viewers are presented with on-screen graphic overlays that illustrate game developments and provide eye-popping metrics that bring fans closer to the game that they love.
“We didn't think it was enough just to give viewers an A-plus football broadcast,” said Betsy Riley, senior coordinating producer at Prime Video. “We want to super-serve the hard-core fans with more in-depth storytelling and additional insights.”
Explore our list of AI-powered features built by Prime Video and AWS:

Page overview

1. Prime Targets

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1. Prime Targets
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2. 4th Down Decision Guide
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3. Defensive Alerts
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4. Key Plays
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5. Rapid Recap
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6. X-Ray
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7. Pressure Probability
1. Prime Targets

“Prime Vision with Next Gen Stats” has reinvented its passing-game illustrator into a new offering called Prime Targets. This feature uses a machine learning model to highlight which receivers have created separation from defenders within their routes, and are in position to convert a first down. This all unfolds on the screen in real time, allowing fans at home to read a developing play just like a quarterback.

2. 4th Down Decision Guide

The 4th Down Decision Guide allows fans to place themselves in the shoes of NFL coaches when it comes time to make pivotal decisions. Should a team go for it on fourth down, or punt? The feature uses machine learning to not only calculate the likelihood of success for both options, but also how the decision will affect the team’s game-winning probability. What would you do?

3. Defensive Alerts
A screen showing a game for Thursday Night Football Next Gen Stats.

“Prime Vision with Next Gen Stats’” new Defensive Alerts feature employs a neural network driven by generative AI that grows stronger and more accurate as more and more plays unfold. It tracks the movements of defensive players before the snap, reads their acceleration, and identifies “players of interest” that are likely to rush the quarterback. When a potential blitzer is identified, a red circle appears under them to give viewers a heads up. The statistic came out of a unique collaboration between TNF producers, engineers, and Amazon’s computer-vision machine learning team.

“With Defensive Alerts, we've been able to develop something that’s as good, if not better, than NFL offensive linemen and quarterbacks when it comes to identifying those players of interest,” says Sam Schwartzstein, TNF analytics expert at Prime Video.

4. Key Plays
A screen showing a game for Thursday Night Football Next Gen Stats.

AI and machine learning also provide in-game options for viewers to tailor their experience. Key Plays is a new feature that allows fans to view in-game highlights and key moments on demand while watching TNF on Prime Video. A bank of pivotal moments builds as the game progresses, and offers viewers immediate access to a full rundown of the action.

5. Rapid Recap
A screen showing a game for Thursday Night Football Next Gen Stats.

Rapid Recap assists those who join the game in-progress and want to catch up on the action they missed before entering the livestream. Accessible after selecting “Watch,” Rapid Recap employs AI to compile up to 13 highlights, with the full recap lasting no longer than two minutes. While viewing the rundown, viewers have the ability to either skip or rewatch big plays within the queue and jump to live action at any time.

6. X-Ray
A screen showing a game for Thursday Night Football Next Gen Stats.

Prime Video customers are already familiar with X-Ray, an exclusive feature that allows viewers to explore layers of information, such as actor bios, photos, filmographies, and character backstories. While watching TNF, fans can use X-Ray to track advanced Next Gen Stats powered by AWS, watch on-demand replays enhanced with player-performance metrics, get team and player info, shop official NFL merch, and even predict the outcome of the game with Fan Polls.

Alex Strand, coordinating producer for live sports at Prime Video, says that “Prime Vision with Next Gen Stats” is an example of the advantage that Amazon holds as a technology company that presents NFL games.

“As live game producers, most of us come from traditional networks. Now we are at Amazon, and able to engage in-house AI specialists and ask, ‘What storytelling opportunities can we create with machine learning?’” he says. “It’s an amazing opportunity for us at Prime Video that’s opening up endless possibilities. This is just the beginning.”

7. Pressure Probability

Pressure Probability, a new Next Gen Stat that debuted Week 3 of TNF, captures the pressure on a quarterback and how it evolves after the snap. 13 different metrics can be derived from an individual’s pressure probability estimates, offering new insights that were previously inaccessible. The statistic was inspired by submissions from the NFL Big Data Bowl—a collaboration between the NFL and AWS designed to spur innovation in football. Some 250 teams of engineers competed to develop machine learning models.

The beauty of the “Prime Vision with Next Gen Stats” alternate stream is that it’s completely optional. In a world of streaming, where a one-size-fits-all broadcast is no longer the only game in town, Souza—who, through her role as head of Sports, Global Professional Services at AWS, imagine a future in which football fans will be able to tailor their football-viewing experience to an astonishing degree.
“If you want to go deep on the AI-powered analytics—we got you. If you just want to sit back and watch the game in the traditional way, TNF has that, too,” she said. “We're heading to a place where fans can choose how they want to enjoy the game, and I think that's really exciting.”
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