Sony Pixel Power calrec Sony

Transforming broadcasting with artificial intelligence and machine learning

22/02/2024

John Wastcoat SVP BD and marketing at Zixi, looks at how new technologies are providing a path to efficiency and adaptability in the broadcasting industry

By Contributor

Published: February 22, 2024

John Wastcoat SVP BD and marketing at Zixi, looks at how new technologies are providing a path to efficiency and adaptability in the broadcasting industry

target=_blank title=Share on LinkedIn class=share-linkedin>

In common with industries across the modern economy, the broadcast media industry is currently on its own artificial intelligence (AI) and machine learning (ML) journey, with organisations at various stages of evaluation and implementation. But in practical terms, how are AI and ML changing the way broadcasters work, and what is the likely direction of travel as the development of these technologies continues to accelerate?

Among the various key adoption drivers for AI and ML in the broadcast industry is the need to do more with less. In the face of inflation, rising cost of capital and corporate drive for profitability, broadcasters need to manage increasingly complex network workflows with fewer personnel while also reducing costs. In this context, AI and ML technologies can be applied to cross-workflow monitoring and configuration management, where patterns can be observed across multiple systems. This technology helps cut through the noise of meaningless alerts, guiding operators to focus their attention where it matters most, maximising efficiency and minimising wasted time. Instead, employees can focus on other important tasks - an approach that helps put the emphasis on improving productivity.

This also applies to the many broadcast organisations that are moving or have moved to software-defined infrastructures. These technologies allow for more agile workflows, comprising both on-premises and cloud assets, controlled by the broadcaster and their content and affiliate partners. Going forward, AI and ML will play a crucial role in maximising the impact of this approach by providing insights into the performance of these complex systems. They enable broadcasters to detect problems during live playout and identify emerging instabilities, ultimately boosting operator confidence. In addition, AI and ML can be employed to automatically adjust workflows based on network and content analysis, ensuring optimal performance.

Harnessing the power of AI and ML While various current solutions utilise AI and ML to help broadcasters reduce complexity, enhance workflows, and improve operational efficiency, it's essential to consider the broader applications of these technologies. For example, the most advanced and effective AI and ML platforms are designed to visualise irregularities and issues emerging in complex workflows over time, making it easier for operators and engineers to identify channels that require attention while also offering detailed insights into signal degradation and its potential causes, facilitating collaboration across organisational silos to address issues efficiently. At the cutting edge, real-time machine learning is also employed to proactively alert operators to problems before they occur, ensuring minimal disruptions and enhanced operational reliability.

Looking ahead, the ongoing shift towards hybrid workflows will continue to open new opportunities for broadcasters to be more dynamic, rapidly adding content and distribution partners and adapting to network challenges. However, with this increased dynamism comes greater complexity in workflow management, which will drive the demand for analytics solutions that provide early problem detection and swift response mechanisms. As broadcasters strive to maintain operational efficiency and adaptability with limited resources, AI and ML solutions will remain integral to their success. As a result, these innovations will continue to reshape the industry landscape over the long term, enabling broadcasters to thrive in the digital age.
LINK: https://www.tvbeurope.com/artificial-intelligence/transforming-broadca...
See more stories from tvb

Most recent headlines

17/12/2025

The EU Investigative Journalism Award 2025: bold reporting, regional impact, and rise in public-interest journalism

Investigative journalists across the Western Balkans and T rkiye continue to con...

17/12/2025

Sports Broadcasting Hall of Fame Inducts 10 Industry Icons During Unforgettable Night

Sports Broadcasting Hall of Fame Inducts 10 Industry Icons During Unforgettable ...

17/12/2025

ESPN to Debut MNF Playbook with Next Gen Stats, a New AI-Driven NFL Data-AltCast

ESPN to Debut MNF Playbook with Next Gen Stats, a New AI-Driven NFL Data-AltCastThe series, powered by Adrenaline TruPlay AI, launches Dec. 22 and runs through ...

17/12/2025

Inaugural Optum Golf Channel Games Debut Under the Lights' in Primetime on Golf Channel and USA Network

Inaugural Optum Golf Channel Games Debut Under the Lights' in Primetime on ...

17/12/2025

Ring In the New Year With New Playlists Mixed by Artists, and More Spotify Hacks

The right playlist is essential on New Year's Eve, building the energy as you get ready and keeping it high as you count down to midnight. This year, Spotif...

17/12/2025

Clear-Com's Arcadia Central Station Links Toledo Walleye and Mud Hens Venues with...

eds3_5_jq(document).ready(function($) { $(#eds_sliderM519).chameleonSlider_2_1({...

17/12/2025

Broadcast and Streaming Serve Up a Historic Month of TV in Nielsen's The Gauge

Audiences Watched Over 103 Billion Minutes of TV on Thanksgiving Day NFL Games ...

17/12/2025

EdgeBeam Wireless Makes Initial Sale, Expands Executive Team

Share Share by: Copy link Facebook X Whatsapp Pinterest Flipboard...

17/12/2025

Warner Bros. Discovery Tells Shareholders to Reject Paramount Bid

Share Share by: Copy link Facebook X Whatsapp Pinterest Flipboard...

17/12/2025

NDI, Zoom Collaborate on Seamless Connectivity

Share Share by: Copy link Facebook X Whatsapp Pinterest Flipboard...

17/12/2025

Broadcasters Mark Momentous Year of Challenges Amid Viewing Fragmentation

Share Share by: Copy link Facebook X Whatsapp Pinterest Flipboard...

17/12/2025

Tennessee Public Broadcaster to Trial AI Metadata

Share Share by: Copy link Facebook X Whatsapp Pinterest Flipboard...

17/12/2025

Chyron Unveils New AXIS Maps

Share Share by: Copy link Facebook X Whatsapp Pinterest Flipboard...

17/12/2025

Broadcast Solutions Group Acquires PMT Professional Motion Technology

Share Share by: Copy link Facebook X Whatsapp Pinterest Flipboard...

17/12/2025

Study: U.S. Pay TV, Video Revenue to Total $190.7B in 2030

Share Share by: Copy link Facebook X Whatsapp Pinterest Flipboard...

17/12/2025

Texas Attorney General Takes Aim at 5 TV Manufacturers

Share Share by: Copy link Facebook X Whatsapp Pinterest Flipboard...

17/12/2025

DirecTV Wins Appeal in Retransmission Price-Fixing Suit

Share Share by: Copy link Facebook X Whatsapp Pinterest Flipboard...

17/12/2025

E.W. Scripps Rejects Sinclair Takeover Bid

Share Share by: Copy link Facebook X Whatsapp Pinterest Flipboard...

17/12/2025

KPop Demon Hunters Stars Visit Berklee for Weeklong Celebration

KPop Demon Hunters Stars Visit Berklee for Weeklong Celebration Andrew Choi and EJAE, who voiced the film's main characters and contributed to its soundtr...

17/12/2025

Heated Rivalry will be coming to Sky and streaming service NOW on 10 January

Wednesday 17 December 2025 Heated Rivalry will be coming to Sky and streaming service NOW on 10 JanuaryTurn on cookies to view this content. Go to Privacy opti...

17/12/2025

Inside The Unseen World Of Indian Customs: Netflix Reveals The Brave Heroics Of The Customs Officers In Taskaree

Back to All News Inside The Unseen World Of Indian Customs: Netflix Reveals The...

17/12/2025

Netflix announces PAPARAZZI KING: the docu series coming to Netflix on January 9th

Back to All News Netflix announces PAPARAZZI KING: the docu series coming to Ne...

17/12/2025

Netflix Unveils First Look at 'Jo Nesbo's Detective Hole' Premiering on March 26, 2026

Back to All News Netflix Unveils First Look at Jo Nesbo's Detective Hole Pr...

17/12/2025

Netflix Welcomes Warner Bros. Discovery Board Recommendation

Back to All News Netflix Welcomes Warner Bros. Discovery Board Recommendation Business 17 December 2025 Global Link copied to clipboard After Careful Revi...

17/12/2025

RT announces appointment of Kathy Fox to role of Commissioning Editor, Documentaries and Features

RT has announced that Kathy Fox has been appointed Commissioning Editor with re...

17/12/2025

UC San Diego Lab Advances Generative AI Research With NVIDIA DGX B200 System

The Hao AI Lab research team at the University of California San Diego - at the forefront of pioneering AI model innovation - recently received an NVIDIA DGX B...

17/12/2025

Into the Omniverse: OpenUSD and NVIDIA Halos Accelerate Safety for Robotaxis, Physical AI Systems

Editor's note: This post is part of Into the Omniverse, a series focused on ...

17/12/2025

The Glitterball awaits: Dancing with the Stars unveils dance pairings for 2026

With the new season of Dancing with the Stars shimmering in the not-too-distant future this New Year, the celebrity and dancer pairings of the twelve couples ha...

16/12/2025

Stranger Things' Playlist Takeover Challenges Fans to Decode Clues and Unlock Exclusive Volume 2' Content

Hawkins has landed on Spotify, just in time for Stranger Things Season 5, Volume...

16/12/2025

Spotify and NAVER Bring Music Integrations and Premium Benefits to Korea

Wherever you are, your favorite music and audio content should go seamlessly with you. That's why Spotify has partnered with NAVER Corp, Korea's leading...

16/12/2025

Around the World With Spotify Wrapped: 2025 Fan Destinations You Had to See

2025 Wrapped arrived bigger and bolder than ever. This year's experience is designed to be ultra personal and shareable, with new features like Wrapped Part...

16/12/2025

L3Harris Delivers Most Powerful Thrusters for NASA's Lunar Gateway

Three 12-kilowatt Advanced Electric Propulsion System thrusters, supplied by L3Harris Technologies, form the core of Gateway's propulsion system. Pictured i...

16/12/2025

Palantir and L3Harris: Reindustrializing Defense Through AI-Powered Production

The challenge facing America's defense industrial base is not just about speed - its about rebuilding the foundation that makes speed possible. Our nations ...

16/12/2025

NFL Boosts Broadcast, Streaming Viewing Share in November

Share Share by: Copy link Facebook X Whatsapp Pinterest Flipboard...

16/12/2025

Spanish Broadcaster Updates Playout With Pebble Solutions

SEVILLE, Spain Canal Sur, the public broadcasting service for Andalusia, Spain, has completed a total technology refresh based on Pebble's resilient, softwa...

16/12/2025

Telescript International Buys Prompter Software Company

NEW YORK Teleprompting hardware provider Telescript International has acquired all software code and intellectual property previously owned by Telescript West. ...

16/12/2025

Ookla: T-Mobile Is Fastest Fixed Wireless Access Provider

As cable operators face increased competition from 5G fixed wireless access providers, a new report from Ookla Research finds that T-Mobile is the FWA speed lea...

16/12/2025

Apple TV App for Android Now Supports Google Cast

Apple has announced a major upgrade to the Apple TV app for device owners outside the Apple ecosystem with news that the Apple TV app for Android now supports G...

16/12/2025

PT Telkom Satelit Indonesia and Space42 Explore Partnership to Extend 5G Direct-to-Device Services

Space42 grows Direct-to-Device partner ecosystem through a Memorandum of Underst...

16/12/2025

VEON Announces Release Date for Full Year and Fourth Quarter 2025 Results of Both VEON and Kyivstar

16 Dec 2025 VEON Announces Release Date for Full Year and Fourth Quarter 2025 R...

16/12/2025

VEON's Kyivstar Invests in Renewable Energy in Ukraine with Acquisition of Solar Power Company

16 Dec 2025 VEON's Kyivstar Invests in Renewable Energy in Ukraine with Acq...

16/12/2025

Emma Appleton, Fares Fares, Frida Gustavsson and Jakob Oftebro Star in Swedish Thriller Series Bytet'

Back to All News Emma Appleton, Fares Fares, Frida Gustavsson and Jakob Oftebro...

16/12/2025

Docu-reality 'My Korean Boyfriend' Gets a Trailer and Premiere Date: January 1st. Is Real Life Really like a K-drama?

Back to All News Docu-reality My Korean Boyfriend Gets a Trailer and Premiere D...

16/12/2025

Czech TV Elevates Video Streaming with Harmonic

Harmonic's XOS Advanced Media Processor Improves Streaming Video Quality and Boosts Viewer Engagement SAN JOSE, Calif. - Dec. 16, 2025 - Harmonic (NASDAQ: ...

16/12/2025

RT Sport Manager of the Year Nominees 2025 Revealed

RT Sport Awards 2025 live on RT One and RT Player at 8:05pm on Saturday 20 December. On Saturday 20 December live on RT One and RT Player at the earlier t...

16/12/2025

Music legend Brian Kennedy revealed as the twelfth and final contestant for Dancing with the Stars 2026

Singer -songwriter Brian Kennedy has been announced as the final celebrity dance...

15/12/2025

Harlem Globetrotters Celebrate 100th Anniversary With New Brand Campaign From The Famous Group

Harlem Globetrotters Celebrate 100th Anniversary With New Brand Campaign From Th...

15/12/2025

2026 Sundance Film Festival Reveals 54 Titles Selected for Short Film Program Presented by Ketel One Vodka

Top L-R: La Tierra Del Valor (The Home of the Brave), Mangittatuarjuk (The Gnawe...

15/12/2025

L3Harris to Provide Assured Communications for US Air Force's Survivable Airborne Operations Center Program

L3Harris will leverage 15 years of experience supporting the E-4B Nightwatch and...