
AWS Elemental Inference could help sports broadcasters learn to love AI
This week,AWS unveiled AWS Elemental Inference, an AI-powered cropping tool that intelligently transforms 16:9 landscape broadcasts into vertical 9:16 formats optimized for social and mobile platforms. The service tracks subjects and keeps key action visible, maintaining broadcast quality while automatically reformatting content for mobile viewing.
The goal of Inference is to aid sports broadcasters (and other media companies) in streaming on vertical-video-based social platforms - TikTok, Instagram Reels, YouTube Shorts - and creating vertical versions of their 16:9 live broadcasts for use on their own streaming platforms. FOX Sports and NBCUniversal are among the organizations already testing the technology.
To get a better idea of what this means for the industry, SVG sat down with AWS Media Services Head of Product Regina Rossi to discuss what makes Inference different from other automated vertical-video-conversion tools, how it serves both near-time highlight and livestreaming needs, and why major broadcasters should be embracing 9:16 video instead of fearing it.
The hottest issue problem facing live sports is the 9:16 live conversion. How does AWS Elemental Inference help address this challenge?
We're launching a fully managed AI service that is helping customers meet their viewers where they are today. The 9:16 format has taken over as one of the most widely viewed types of video content. How can broadcasters who traditionally produce 16:9 content adapt to this [trend] in a cost-effective way? Because sports content is the most valuable content broadcasters have, they have made that a priority. When there are viral moments or important plays during that live event, they want to make sure it's viewed by fans on the platform [of their choice].
That's exactly what we're focused on [with AWS Elemental Inference]. Through this set of live metadata, [broadcasters] can practically transform and enhance their video for those viewers. We're able to provide this set of metadata and as low a latency as possible so that their live content can be made available to their fans in 9:16 as soon as possible.
In addition to creating instantly creating 9:16 highlights for TikTok and other social platforms, can this be used for 9:16 livestreaming?
We have some customers - including FOX Sports, NBCUniversal, and Peacock - who are interested in doing both. Yes, they are creating clips for TikTok and [other 9:16-native social-media platforms]; they also want to be able to livestream in that format as well. [Say] there are multiple events taking place and you want to be able to scroll through on your phone to view those live events, you can now do so in that 9:16 format.
You mention FOX Sports and NBCU. What role did these users play in development of AWS Elemental Inference?
As an example, FOX Sports identified that nearly 90% of all their digital content was being consumed vertically. This was a clear demand for their content. However, one of the things that was always a challenge is the number of people it took to create those vertical [clips], considering the number of live events they have.
Over the past 18 months, we collaborated with them to understand their specific requirements, the latency they needed, and the challenges in their architecture. We also had to do be able have a certain level of accuracy so that, from an editorial perspective, it made sense. They also still wanted to have the final say as to what gets [published] on their app; they did not want that to be automated. We worked with them to build out those requirements, and it ended up helping us develop this and bring it to market.
There are plenty of tools already on the market for automated 9:16 vertical-video conversion, but latency is often a non-starter for use in live sports production. How does AWS Elemental Inference combat this issue?
One of the key things we do is run the Inference video understanding in parallel with the encoding. What I mean by that is, we take the encoded content - that could be from something like Elemental MediaLive for live or MediaConvert for VOD content - and run it through Inference.
AWS's Reginal Rossi: I think of AWS Elemental Inference as a tool giving intelligence to the video broadcaster. As it's going through Inference, we have about a 6- to 10-second delay where we're understanding the context of what's happening in the scene. We're able to recognize a key moment that should be clipped and the right points in terms of saliency mapping to crop within the video.
We pass only the useful metadata back to the encoder, and that encoder takes into account the XY coordinates to make that 9:16 video format. The encoder can provide both the horizontal format and the vertical format back to the customer with very minimal latency.
Another issue with some of the existing automated 9:16 vertical-video-conversion tools has been the ability to adapt to camera cuts in live broadcasts. How does AWS Elemental Inference deal with that?
That was one of the key things we focused on. We went beyond just looking at things like object detection. As an example, in a basketball game, you are going to have cuts that have players and basketball, but you're also going to have cuts of a specific athlete, in which case there's no basketball. How do you recognize when that cut happens and what saliency matters? We do more than just object-detection. We use a form of action-saliency mapping that recognizes the athlete as well as the object.
Though not as relevant for sports, there is speaker detection with news content. We are able to understand that two individuals are speaking in the video so that we can go between them or move from one to the other.
Another element of a model we use is
More from Sports Video Group
26/02/2026
Multi-angle coverage, on-demand access to ultra-high-resolution video are provided for replays and clips across multiple distribution channels
The NHL and Cosm...
26/02/2026
Advanced Systems Group, LLC (ASG), a technology and services provider for media creatives and content owners, has appointed Jody Boatwright as Chief Strategy Of...
26/02/2026
As players report to Spring Training, TikTok and MLB announce an expanded content partnership bringing baseball fans around the world closer to the game through...
26/02/2026
Chyron announces its 2026 Designer of the Year Competition to be awarded during a live stream from the 2026 NAB Show in Las Vegas. This year's competition i...
26/02/2026
Appear, which specializes in live production technology, announces that its X Platform has been officially verified by YouTube for Secure Reliable Transport (SR...
26/02/2026
Adder Technology, a specialist in connectivity solutions and high performance IP...
26/02/2026
Harmonic announces that Alcom, a leading telco operator in Finland, is powering its next-generation white-label headend video service with Harmonic's XOS Ad...
26/02/2026
ESPN, Disney , and the Savannah Bananas announce a 25-game exclusive package in ...
26/02/2026
Brazilian broadcaster Globo has returned as the official broadcast partner of th...
26/02/2026
NDI, which concentrates in plug-and-play IP video connectivity, announces a strategic partnership with Jiaruisen (JRS), a Shenzhen-based technology distributor,...
26/02/2026
The Charleston, SC, native has excelled as a live-camera operator on Tigers broadcasts
In the live-sports-video industry, the future is bright. Our series SVG ...
26/02/2026
Behind The Mic provides a roundup of recent news regarding on-air talent, including new deals, departures, and assignments compiled from press releases and repo...
26/02/2026
Supported by partners, the in-venue production team keeps videoboard-show qualit...
26/02/2026
CAMB.AI provides AI speech synthesis and translation with a focus on localizatio...
26/02/2026
AWS Elemental Inference could help sports broadcasters learn to love AI
This we...
25/02/2026
With the Olympic Flag officially handed over to the organisers of the next Winter Games and the baton passed from Milano Cortina 2026 to French Alps 2030, the I...
25/02/2026
From a studio overlooking the Dolomites to workflows routed through Milan and into Salford, the BBC delivered a lean and mean operation for its Winter Games c...
25/02/2026
Warner Bros. Discovery (WBD) Sports is managing a huge network of channels acros...
25/02/2026
From its base in the northern Italian town of Cortina, Warner Bros. Discovery (W...
25/02/2026
In addition to 16:9-to-9:16 intelligent cropping for live video, Inference autom...
25/02/2026
Longtime rivals Floyd Money Mayweather Jr. (50-0, 27 KOs) and Manny PacMan P...
25/02/2026
The WNBA's Portland Fire and NWSL's Portland Thorns announce a groundbre...
25/02/2026
Multi-angle coverage, on-demand access to ultra-high-resolution video are provided for replays and clips across multiple distribution channels
The NHL and Cosm...
25/02/2026
The implementation standardizes an integrated workflow connecting ultra-high-res...
25/02/2026
Targeting a younger audience, creator-led network's Access Granted series hi...
25/02/2026
Alpha, the project's systems integrator, assisted in the workflow transformation
Tipping off the second half of the 2025-26 home schedule against the Houst...
25/02/2026
OCVIBE, the 100-acre mixed-use development transforming the area surrounding Hon...
24/02/2026
TNDV, a division of Live Media Group, delivered broadcast and live event product services for Passion 2026, marking the company's 17th year supporting the a...
24/02/2026
Ryan Schaber has had a front row seat to both the dynamics behind the Kraken's now-extended broadcast affiliation with TEGNA and its impact on the broader s...
24/02/2026
All Women's Sports Network (AWSN) announces the debut of women's professional boxing on its fast-growing television platform in partnership with Hall of...
24/02/2026
The NFL and StatusPRO, a sports entertainment and technology company that combines AI and performance data with emerging technology to create experiential conte...
24/02/2026
Pro League Network (PLN), a next-generation sports media and entertainment compa...
24/02/2026
Sportel Asia returns to Singapore for the first time since 2018 on March 24-25 and Agn s Marsan, Executive Director of SPORTEL Asia, says the return to Singapor...
24/02/2026
Join ARRI for a conversation and Q&A with Sports Cinematographer Domenick Satter...
24/02/2026
Veritone, Inc announces a renewal of its agreement with U.S. Soccer to license a...
24/02/2026
Commitment to innovation at network, conference, and institutional levels have i...
24/02/2026
The new RSN, which will produce 140+ games a year, arrives after the Braves exited Main Street Sports and FanDuel Sports Network earlier this month....
24/02/2026
CBS Sports and Concacaf today announced that CBS Sports will be the exclusive En...
23/02/2026
Dignity Health Sports Park, a multi-use sports complex in Carson, Calif., and Da...
23/02/2026
The Gotham Sports App, the exclusive direct-to-consumer streaming home of MSG Networks and the YES Network, is introducing more choice and value with new packag...
23/02/2026
Cobalt Digital, a designer and manufacturer of ST 2110 and SDI signal processing products, and a founding partner in the openGear initiative, announces that its...
23/02/2026
Telos Alliance, which has specialized in broadcast audio for more than three dec...
21/02/2026
With Software Defined Broadcasting more established in Milan Cortina look for Los Angeles 2028 to have less hardware and more cloud-based software systems...
21/02/2026
The SVP of Olympic Operations on turning CAD drawings into reality, building tru...
20/02/2026
Gravity Media and Los Angeles-based Green Couch Entertainment announce a strateg...
20/02/2026
IMAX announces it is working with Apple TV to bring the 2026 FIA Formula One Wor...
20/02/2026
Daktronics has partnered with the Philadelphia Phillies to design, manufacture, ...
20/02/2026
ESPN announces the upcoming launch of Women's Sports Sundays - a first-of-it...
20/02/2026
As the Seattle Seahawks and New England Patriots faced off in the NFL's biggest sporting event of the season on Sun., Feb. 8, Sennheiser wireless solutions ...
20/02/2026
ESPN announces its 2026 Major League Baseball spring training schedule, which includes four national games on ESPN, six games on ESPN Unlimited, and more than 2...