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

05/01/2027

Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be demoed at CES 2026

Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...

04/08/2026

Dalet Announces Commercial Availability of Dalia, Bringing Media-Aware Agentic AI to Enterprise Productions

Dalet, a leading technology and service provider for media-rich organizations, t...

04/07/2026

Detective Conan: Fallen Angel of the Highway Opens in Dolby Cinemas Across Japan, Presented in Dolby Atmos and Dolby ...

April 7 2026, 19:00 (PDT) Detective Conan: Fallen Angel of the Highway Opens in...

01/06/2026

Dolby Sets the New Standard for Premium Entertainment at CES 2026

January 6 2026, 05:30 (PST) Dolby Sets the New Standard for Premium Entertainment at CES 2026 Throughout the week, Dolby brings to life the latest innovatio...

02/05/2026

Dalet Flex LTS Delivers Smarter Search, Faster Editing, and an AI-Ready Foundation for Modern Media

Dalet, a leading technology and service provider for media-rich organizations, t...

01/05/2026

NBCUniversal's Peacock to Be First Streamer to Integrate Dolby's Full Suite of Premium Picture and Sound Innovations

January 5 2026, 18:30 (PST) NBCUniversal's Peacock to Be First Streamer to ...

30/04/2026

Study: Rokus Low-Cost, Ad-Free Howdy Streamer Hits 1 Million Subs

Share Copy link Facebook X Linkedin Bluesky Email...

30/04/2026

MLS Innovation Lab Selects AI Partners

Share Copy link Facebook X Linkedin Bluesky Email...

30/04/2026

NRB Files FCC Complaint Over Jimmy Kimmel Live!' Monologue

Share Copy link Facebook X Linkedin Bluesky Email...

30/04/2026

D.C. Court Denies Emergency Stay of Nexstar/Tegna Merger

Share Copy link Facebook X Linkedin Bluesky Email...

30/04/2026

NAB Criticizes FCC for Ordering Early Renewal of ABC-Owned Stations

Share Copy link Facebook X Linkedin Bluesky Email...

30/04/2026

FCC Approves Station Swaps Between Scripps and Gray Media

Share Copy link Facebook X Linkedin Bluesky Email...

30/04/2026

Telestream Introduces Pulse - a Software-Defined Test an...

A flexible monitoring platform designed to simplify ST 2110 operations, consolidate vendor tools, and support modern live production environments. See it at NAB...

30/04/2026

Langlev Takes Run Amok to Sundance with Zeiss Supreme Pri...

Sundance-premiering Run Amok is an expressive, unconventional take on today's teen experience, replete with musical numbers. When cinematographer Shachar ...

30/04/2026

Studio Technologies Elevates Jacksonville State Universit...

JACKSONVILLE, AL, APRIL 29, 2026 Jacksonville State University, known as Jax State and a proud NCAA Division I member of Conference USA, has transformed its a...

30/04/2026

Knowledge Network selects ThinkAnalytics to launch AI-pow...

Transforming viewer and content data into real-time intelligence to deliver relevant streaming experiences at scale ThinkAnalytics, the global leader in AI-pow...

30/04/2026

Sports Production, Delivery is Big Biz at NAB

Sports Production, Delivery is Big Biz at NAB Andy Marken April 29, 2026 0 Comments Hero image source: NAB One of the neat things about trade shows i...

30/04/2026

April 29, 2026

Scripps Research ranks third in 2026 Cure Innovation Index April 29, 2026 LA JOLLA, CA Scripps Research ranked third in the inaugural 2026 Cure Innovation In...

29/04/2026

Churchill Downs Racetrack Lifts Curtain on New Big Board Ahead of Kentucky Derby Week

It was a delicate job in a 150-year-old venue laden with traditions. Begun at th...

29/04/2026

How the MLS Innovation Lab Enhances Everything From Athlete Performance to Production to Ticket Sales

In annual event, the league gives startup companies the opportunity to prove the...

29/04/2026

Save the Date: SVG Venues & Teams Summit Travels South to Miamis Kaseya Center on Aug. 12

Panel discussions, networking, and a facility tour will take place in the renova...

29/04/2026

The Cast and Crew of Conbody VS Everybody Have Each Other's Backs for Life

(L-R) Derek Drescher, Coss Marte, and Syretta Wright have each other's backs. (Micheal Hurcomb/Shutterstock for Sundance Film Festival) By Veronika Lee Cla...

29/04/2026

Free Tilt EQ plug-in from Techivation

Combines EQ and harmonic distortion Techivation's latest release is a simple EQ designed to offer quick control over a source's overall tonal balanc...

29/04/2026

Expressive E launch the Osmose CE

Two new MPE controllers announced Expressive E caused quite a stir when they released the Osmose, making the sort of expression that was once reserved for p...

29/04/2026

iZotope RX 12 is here

New modules & enhanced machine-learning The latest version of iZotope's flagship restoration suite is now available, and now offers over 50 tools design...

29/04/2026

Surgeon Dr Jasmina Kevric wins 2026 Les Murray Award

Surgeon Dr Jasmina Kevric wins 2026 Les Murray Award 29 April, 2026 Media releases Australia for UNHCR and SBS are proud to announce that Dr Jasmina Kevric...

29/04/2026

YEP Spotlight: Julissa Padilla

Some people stumble into their passion. Julissa Padilla walked straight into a film vault. For her, entertainment was never just about the movies themselves. It...

29/04/2026

Clear-Com Promotes Brian Grahn, Ben Turnwell to Expanded Roles

Share Copy link Facebook X Linkedin Bluesky Email...

29/04/2026

The CW Unveils Major Streaming Deals with ESPN and Roku

Share Copy link Facebook X Linkedin Bluesky Email...

29/04/2026

Clear-Com Announces New Roles for Brian Grahn and Ben Tur...

Clear-Com has appointed Brian Grahn as Market Outreach Manager of the Americas and Ben Turnwell as Business Development Manager for EMEA live, expanding their ...

29/04/2026

Reduce Workflow Complexity with nxtedition at MPTS 2026

nxtedition is bringing its range of consolidated production tools to MPTS 2026, with new developments spanning transcription, editing, graphics and AI-assisted ...

29/04/2026

Telxius taps Synamedia to unlock seamless global multi-CD...

Quortex Switch to boost the streaming experience for Telxius customers, reaching millions of viewers worldwide Synamedia and Telxius, the leading global connec...

29/04/2026

freispace and Projective Announce Joint Showcase of Integ...

freispace, the leading ERP-as-a-Service platform for media and entertainment production, and Projective, a leading provider of post-production collaboration tec...

29/04/2026

DHD Celebrates 30th Anniversary at 2026 NAB Show

DHD reports strong interest in its broadcast audio product range, exhibited at the April 19th-22nd NAB Show in Las Vegas. The event attracted a claimed 58,000 a...

29/04/2026

Student Spotlight: Alan Catz

Student Spotlight: Alan Catz The Argentine film and game composer talks about working on League of Legends, receiving Berklee's BMI Award, and the lifelon...

29/04/2026

Jay Jennings Builds the Worlds You Hear on Screen

Jay Jennings Builds the Worlds You Hear on Screen The supervising sound designer behind A Minecraft Movie, The Meg, Letters from Iwo Jima, and dozens of other...

29/04/2026

Paramount Will be 49.5% Foreign Owned After WBD Merger

Share Copy link Facebook X Linkedin Bluesky Email...

29/04/2026

NAB Show 2026: AI, Vertical and BPS Dominate Broadcasters' Discussions

Share Copy link Facebook X Linkedin Bluesky Email...

29/04/2026

IAB Tech Lab Announces New OpenRTB Attributes

Share Copy link Facebook X Linkedin Bluesky Email...

29/04/2026

Meet the eight finalists for RT Today's TV Home Cook competition

Voting opens at 4pm today RT 's Today show have announced the eight finalists for their TV Home Cook competition. Amateur cooks from Cork, Dublin, Galway ...

29/04/2026

VEON and Kyivstar Fulfill Commitment to Invest USD 1 Billion in Ukraine over 2023-2027 Ahead of Schedule

29 Apr 2026 VEON and Kyivstar Fulfill Commitment to Invest USD 1 Billion in Ukr...

29/04/2026

U challenges stars and their dogs to compete for Wagging Rights

Rhod Gilbert, Harriet Kemsley, Kae Kurd, Sara Pascoe and Vicki Pattison to take part in brand new series on free streaming service U London, 29th April 2026: F...

29/04/2026

Katie Price: Nothing to Hide, a Sky Original documentary series from BAFTA-winning Mindhouse, coming this summer

Wednesday 29 April 2026 Katie Price: Nothing to Hide, a Sky Original documentar...

29/04/2026

Sky announces upcoming documentary series The Lie That Exposed The Truth

Re-examining the case of Ellie Williams and the wider story of grooming in the town of BarrowWednesday 29 April 2026 Sky announces upcoming documentary series ...

29/04/2026

Jennifer Garner to lead an all-star cast in new Sky Exclusive summer escape The Five Star Weekend, coming to screens this July

Wednesday 29 April 2026 Jennifer Garner to lead an all-star cast in new Sky Exc...

29/04/2026

'SUPERNOVA: GENESIS' Reached a Peak Audience of More Than 6.5 Million Viewers on Netflix

Back to All News SUPERNOVA: GENESIS Reached a Peak Audience of More Than 6.5 Mi...

29/04/2026

dB Sponsors College Sustainability Week

Students and staff from Hills Road Sixth Form College in Cambridge ran a 4.5km course around the roads of Cambridge as part of their annual programme of sustain...

29/04/2026

Listen to the birds sing! Experience mother nature in a seven-hour radio marathon

The Dawn Chorus airs Sunday 3 May from midnight to 7am on RT Radio 1 and RT ly...

29/04/2026

April 28, 2026

Jin-Quan Yu elected to the National Academy of Sciences Yu is recognized for his pioneering work in synthetic organic chemistry. April 28, 2026 LA JOLLA, CA S...

28/04/2026

Sound for the NFL Draft Show Balances Often Conflicting Goals

The audio team for the entertainment event must blend speech intelligibility with full-range music reproduction while considering the broadcast Last week's...