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2024 Application Performance Management Predictions - Part 6: AIOps and ITSM

Industry experts offer thoughtful, insightful, and often controversial predictions on how APM, AIOps, Observability, OpenTelemetry and related technologies will evolve and impact business in 2024. Part 6 covers AIOps and ITSM.

Start with: 2024 Application Performance Management Predictions - Part 1

Start with: 2024 Application Performance Management Predictions - Part 2

Start with: 2024 Application Performance Management Predictions - Part 3

Start with: 2024 Application Performance Management Predictions - Part 4

Start with: 2024 Application Performance Management Predictions - Part 5

MEANING OF AIOPS BECOMES INCREASINGLY CONFUSING

Just what AIOps means will increasingly become a source of confusion, as market definitions seek to confine a diversity of solutions which vary in scope, design point, use case, complexity, and value into a single consistent box. Buyers will need to look for the fit that's right for them, not linear winners in a non-linear set of options.
Dennis Drogseth
VP, Enterprise Management Associates (EMA)

AIOPS DOES NOT REACH DREAM STATE NEXT YEAR

AIOps, in the truest sense, is currently more like a pipe dream or goal state for most companies. I don't expect the industry to reach the dream state of AIOps next year; however, I think we'll see significant progress and investments in the AIOps space. In the not-too-distant future, an engineer is going to have the ability to respond to an incident, get a highly detailed summary—explaining what the problem is, if it's occurred before, if it appears to be novel, etc—and gain solid suggestions on what they should do to remediate the issue, with specific suggestions like rolling back the deployment or updating the configuration. Plus, with the improvements to generative AI over the next few years, these suggestions could very well include the new code or the updated configuration itself. Even so, we won't be quite to the point where an Ops person is going to be able to just sleep through the incident, but the industry is heading in that direction.
Camden Swita
Senior Product Manager, New Relic

AIOPS FALLS OUT FAVOR

AIOps will continue to fall out of favor as those that implemented it realize that the promised benefits like root cause detection just aren't there.
Jeremy Burton
CEO, Observe

SHIFT FROM AIOPS TO LLMs

In 2024, I expect to see more companies reach a breaking point with AIOps and shift their focus towards the potential of LLMs. While AIOps was a laudable concept when introduced, in practice it has failed to live up to its promise. The idea that you could train a model on data emitted by apps, that change every day, is nothing more than a pipe dream. Large Language Models (LLMs) appear to be a far more promising alternative because they attack the problem differently and help users make more intelligent decisions. Companies are waking up to this fact but many more will begin to act on it in the new year.
Jeremy Burton
CEO, Observe

FUSION OF AIOPS AND CONTAINERS REDEFINES ITOPS

The fusion of AIOps with container technology is set to redefine IT operations. This integration promises to catalyze a shift from reactive to predictive management, harnessing intelligent automation to anticipate issues before they impact performance. While high-performance computing (HPC) has traditionally been cautious in adopting such trends, we anticipate a growing recognition of their value in driving efficiency and reliability across all sectors of IT operations, including high-performance environments.
Keith Cunningham
VP of Strategy, Sylabs

USAGE METERING CRITICAL FOR AIOPS

Usage metering will become critical to companies leveraging AIOps due to its user-level granularity and unique insights. To get ahead of this, businesses should instrument usage metering as soon as possible. Accurate usage data is invaluable to understanding your customers, training your AIOps models, and gleaning insights across various business functions.
Puneet Gupta
CEO and Founder, Amberflo

AIOPS EXPANDS BEYOND ITOPS

AIOps will expand beyond its traditional definition of IT operations as other business units will consider applying advanced analytics to their growing piles of data.
Thomas LaRock
Principal Developer Evangelist, Selector.AI

WORKING TOWARDS ITSM POTENTIAL

Similarly to AIOps, the industry is working toward reaching the full potential of ITSM. Eventually, these capabilities will empower engineering teams to automate tasks, like identifying incidents before they reach a critical state, applying changes to remediate issues before they become serious, or writing and resolving support tickets.
Camden Swita
Senior Product Manager, New Relic

ITSM LEVERAGES GENAI INTERACTIONS

IT Service Management (ITSM) will experience a trending adoption of ChatGPT-like interactions for end-users to easily get answers to today's help desk scenarios. Organizations will look to adopt this as well to reduce operational costs.
Zubaid Kazmi
Managing Director, Identity and Access Management, MorganFranklin Consulting

ITSM TEAMS INVEST IN EMPLOYEE EXPERIENCE MANAGEMENT

ITSM teams will invest in employee experience management tools to minimize digital friction and to proactively address issues with connectivity and application performance from the user perspective for both distributed remote and in-office employees. We'll seen an uptick in understanding and mapping user journeys so organizations can best tailor digital experiences to individual preferences.
Gerardo Dada
CMO, Catchpoint

Image removed.

DIGITAL ADOPTION PLATFORMS SUPPORT ITSM

Given the staggering cost of software application downtime — which runs at about $5,600 per minute — in 2024, we expect to see more organizations embracing a digital adoption platform (DAP) in tandem with their ITSM strategy. We increasingly see IT managers taking this step to avoid expensive downtime when a disruption occurs. The key is to have ongoing training, automation or guided risk management processes in place so there is little to no pause in response when the inevitable happens.
Krishna Dunthoori
Founder and CEO, Apty

Go to: 2024 Application Performance Management Predictions - Part 7, covering the user experience.

Hot Topics

The Latest

E-commerce is set to skyrocket with a 9% rise over the next few years ... To thrive in this competitive environment, retailers must identify digital resilience as their top priority. In a world where savvy shoppers expect 24/7 access to online deals and experiences, any unexpected downtime to digital services can lead to significant financial losses, damage to brand reputation, abandoned carts with designer shoes, and additional issues ...

Efficiency is a highly-desirable objective in business ... We're seeing this scenario play out in enterprises around the world as they continue to struggle with infrastructures and remote work models with an eye toward operational efficiencies. In contrast to that goal, a recent Broadcom survey of global IT and network professionals found widespread adoption of these strategies is making the network more complex and hampering observability, leading to uptime, performance and security issues. Let's look more closely at these challenges ...

Image
Broadcom

The 2025 Catchpoint SRE Report dives into the forces transforming the SRE landscape, exploring both the challenges and opportunities ahead. Let's break down the key findings and what they mean for SRE professionals and the businesses relying on them ...

Image
Catchpoint

The pressure on IT teams has never been greater. As data environments grow increasingly complex, resource shortages are emerging as a major obstacle for IT leaders striving to meet the demands of modern infrastructure management ... According to DataStrike's newly released 2025 Data Infrastructure Survey Report, more than half (54%) of IT leaders cite resource limitations as a top challenge, highlighting a growing trend toward outsourcing as a solution ...

Image
Datastrike

Gartner revealed its top strategic predictions for 2025 and beyond. Gartner's top predictions explore how generative AI (GenAI) is affecting areas where most would assume only humans can have lasting impact ...

The adoption of artificial intelligence (AI) is accelerating across the telecoms industry, with 88% of fixed broadband service providers now investigating or trialing AI automation to enhance their fixed broadband services, according to new research from Incognito Software Systems and Omdia ...

 

AWS is a cloud-based computing platform known for its reliability, scalability, and flexibility. However, as helpful as its comprehensive infrastructure is, disparate elements and numerous siloed components make it difficult for admins to visualize the cloud performance in detail. It requires meticulous monitoring techniques and deep visibility to understand cloud performance and analyze operational efficiency in detail to ensure seamless cloud operations ...

Imagine a future where software, once a complex obstacle, becomes a natural extension of daily workflow — an intuitive, seamless experience that maximizes productivity and efficiency. This future is no longer a distant vision but a reality being crafted by the transformative power of Artificial Intelligence ...

Enterprise data sprawl already challenges companies' ability to protect and back up their data. Much of this information is never fully secured, leaving organizations vulnerable. Now, as GenAI platforms emerge as yet another environment where enterprise data is consumed, transformed, and created, this fragmentation is set to intensify ...

Image
Crashplan

OpenTelemetry (OTel) has revolutionized the way we approach observability by standardizing the collection of telemetry data ... Here are five myths — and truths — to help elevate your OTel integration by harnessing the untapped power of logs ...

2024 Application Performance Management Predictions - Part 6: AIOps and ITSM

Industry experts offer thoughtful, insightful, and often controversial predictions on how APM, AIOps, Observability, OpenTelemetry and related technologies will evolve and impact business in 2024. Part 6 covers AIOps and ITSM.

Start with: 2024 Application Performance Management Predictions - Part 1

Start with: 2024 Application Performance Management Predictions - Part 2

Start with: 2024 Application Performance Management Predictions - Part 3

Start with: 2024 Application Performance Management Predictions - Part 4

Start with: 2024 Application Performance Management Predictions - Part 5

MEANING OF AIOPS BECOMES INCREASINGLY CONFUSING

Just what AIOps means will increasingly become a source of confusion, as market definitions seek to confine a diversity of solutions which vary in scope, design point, use case, complexity, and value into a single consistent box. Buyers will need to look for the fit that's right for them, not linear winners in a non-linear set of options.
Dennis Drogseth
VP, Enterprise Management Associates (EMA)

AIOPS DOES NOT REACH DREAM STATE NEXT YEAR

AIOps, in the truest sense, is currently more like a pipe dream or goal state for most companies. I don't expect the industry to reach the dream state of AIOps next year; however, I think we'll see significant progress and investments in the AIOps space. In the not-too-distant future, an engineer is going to have the ability to respond to an incident, get a highly detailed summary—explaining what the problem is, if it's occurred before, if it appears to be novel, etc—and gain solid suggestions on what they should do to remediate the issue, with specific suggestions like rolling back the deployment or updating the configuration. Plus, with the improvements to generative AI over the next few years, these suggestions could very well include the new code or the updated configuration itself. Even so, we won't be quite to the point where an Ops person is going to be able to just sleep through the incident, but the industry is heading in that direction.
Camden Swita
Senior Product Manager, New Relic

AIOPS FALLS OUT FAVOR

AIOps will continue to fall out of favor as those that implemented it realize that the promised benefits like root cause detection just aren't there.
Jeremy Burton
CEO, Observe

SHIFT FROM AIOPS TO LLMs

In 2024, I expect to see more companies reach a breaking point with AIOps and shift their focus towards the potential of LLMs. While AIOps was a laudable concept when introduced, in practice it has failed to live up to its promise. The idea that you could train a model on data emitted by apps, that change every day, is nothing more than a pipe dream. Large Language Models (LLMs) appear to be a far more promising alternative because they attack the problem differently and help users make more intelligent decisions. Companies are waking up to this fact but many more will begin to act on it in the new year.
Jeremy Burton
CEO, Observe

FUSION OF AIOPS AND CONTAINERS REDEFINES ITOPS

The fusion of AIOps with container technology is set to redefine IT operations. This integration promises to catalyze a shift from reactive to predictive management, harnessing intelligent automation to anticipate issues before they impact performance. While high-performance computing (HPC) has traditionally been cautious in adopting such trends, we anticipate a growing recognition of their value in driving efficiency and reliability across all sectors of IT operations, including high-performance environments.
Keith Cunningham
VP of Strategy, Sylabs

USAGE METERING CRITICAL FOR AIOPS

Usage metering will become critical to companies leveraging AIOps due to its user-level granularity and unique insights. To get ahead of this, businesses should instrument usage metering as soon as possible. Accurate usage data is invaluable to understanding your customers, training your AIOps models, and gleaning insights across various business functions.
Puneet Gupta
CEO and Founder, Amberflo

AIOPS EXPANDS BEYOND ITOPS

AIOps will expand beyond its traditional definition of IT operations as other business units will consider applying advanced analytics to their growing piles of data.
Thomas LaRock
Principal Developer Evangelist, Selector.AI

WORKING TOWARDS ITSM POTENTIAL

Similarly to AIOps, the industry is working toward reaching the full potential of ITSM. Eventually, these capabilities will empower engineering teams to automate tasks, like identifying incidents before they reach a critical state, applying changes to remediate issues before they become serious, or writing and resolving support tickets.
Camden Swita
Senior Product Manager, New Relic

ITSM LEVERAGES GENAI INTERACTIONS

IT Service Management (ITSM) will experience a trending adoption of ChatGPT-like interactions for end-users to easily get answers to today's help desk scenarios. Organizations will look to adopt this as well to reduce operational costs.
Zubaid Kazmi
Managing Director, Identity and Access Management, MorganFranklin Consulting

ITSM TEAMS INVEST IN EMPLOYEE EXPERIENCE MANAGEMENT

ITSM teams will invest in employee experience management tools to minimize digital friction and to proactively address issues with connectivity and application performance from the user perspective for both distributed remote and in-office employees. We'll seen an uptick in understanding and mapping user journeys so organizations can best tailor digital experiences to individual preferences.
Gerardo Dada
CMO, Catchpoint

Image removed.

DIGITAL ADOPTION PLATFORMS SUPPORT ITSM

Given the staggering cost of software application downtime — which runs at about $5,600 per minute — in 2024, we expect to see more organizations embracing a digital adoption platform (DAP) in tandem with their ITSM strategy. We increasingly see IT managers taking this step to avoid expensive downtime when a disruption occurs. The key is to have ongoing training, automation or guided risk management processes in place so there is little to no pause in response when the inevitable happens.
Krishna Dunthoori
Founder and CEO, Apty

Go to: 2024 Application Performance Management Predictions - Part 7, covering the user experience.

Hot Topics

The Latest

E-commerce is set to skyrocket with a 9% rise over the next few years ... To thrive in this competitive environment, retailers must identify digital resilience as their top priority. In a world where savvy shoppers expect 24/7 access to online deals and experiences, any unexpected downtime to digital services can lead to significant financial losses, damage to brand reputation, abandoned carts with designer shoes, and additional issues ...

Efficiency is a highly-desirable objective in business ... We're seeing this scenario play out in enterprises around the world as they continue to struggle with infrastructures and remote work models with an eye toward operational efficiencies. In contrast to that goal, a recent Broadcom survey of global IT and network professionals found widespread adoption of these strategies is making the network more complex and hampering observability, leading to uptime, performance and security issues. Let's look more closely at these challenges ...

Image
Broadcom

The 2025 Catchpoint SRE Report dives into the forces transforming the SRE landscape, exploring both the challenges and opportunities ahead. Let's break down the key findings and what they mean for SRE professionals and the businesses relying on them ...

Image
Catchpoint

The pressure on IT teams has never been greater. As data environments grow increasingly complex, resource shortages are emerging as a major obstacle for IT leaders striving to meet the demands of modern infrastructure management ... According to DataStrike's newly released 2025 Data Infrastructure Survey Report, more than half (54%) of IT leaders cite resource limitations as a top challenge, highlighting a growing trend toward outsourcing as a solution ...

Image
Datastrike

Gartner revealed its top strategic predictions for 2025 and beyond. Gartner's top predictions explore how generative AI (GenAI) is affecting areas where most would assume only humans can have lasting impact ...

The adoption of artificial intelligence (AI) is accelerating across the telecoms industry, with 88% of fixed broadband service providers now investigating or trialing AI automation to enhance their fixed broadband services, according to new research from Incognito Software Systems and Omdia ...

 

AWS is a cloud-based computing platform known for its reliability, scalability, and flexibility. However, as helpful as its comprehensive infrastructure is, disparate elements and numerous siloed components make it difficult for admins to visualize the cloud performance in detail. It requires meticulous monitoring techniques and deep visibility to understand cloud performance and analyze operational efficiency in detail to ensure seamless cloud operations ...

Imagine a future where software, once a complex obstacle, becomes a natural extension of daily workflow — an intuitive, seamless experience that maximizes productivity and efficiency. This future is no longer a distant vision but a reality being crafted by the transformative power of Artificial Intelligence ...

Enterprise data sprawl already challenges companies' ability to protect and back up their data. Much of this information is never fully secured, leaving organizations vulnerable. Now, as GenAI platforms emerge as yet another environment where enterprise data is consumed, transformed, and created, this fragmentation is set to intensify ...

Image
Crashplan

OpenTelemetry (OTel) has revolutionized the way we approach observability by standardizing the collection of telemetry data ... Here are five myths — and truths — to help elevate your OTel integration by harnessing the untapped power of logs ...