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The Future of Monitoring and AIOps

In response to noisier and more complex IT environments, operations teams are growing in size and using more monitoring tools. But timely outage detection, investigation and resolution are still a major challenge.

"IT operations is at a crossroads, as constant changes to infrastructure and code due to the acceleration in cloud migration makes incident management and outage prevention an increasingly difficult task," said Assaf Resnick, CEO and co-founder, BigPanda. "This survey shows that most IT organizations predict growing future workloads because of these changes, even as budgets shrink or remain constant. We hope this survey helps illuminate what IT Ops, NOC and DevOps teams think about the current and future state of their operations, what tools might be able to help and where AIOps fits into their plans."

BigPanda conducted a survey of 1,300 IT professionals, spanning IT operations (IT Ops), NOC, DevOps and other functions at companies in a wide range of industries. The report, The Future of Monitoring and AIOps, highlights how challenging it is for teams to contend with complex IT environments:

■ Nearly half (47%) of respondents experience hourly to weekly code changes, and 48% expect public cloud migration to accelerate in the next two years.

■ A majority (53%) believe their IT Ops/NOC workloads will increase in the next two years.

■ 42% of respondents use more than 10 different monitoring tools to contend with these changes.

■ Very few teams are satisfied with their ability to handle different aspects of incident management, such as incident investigation (23% are satisfied today), incident resolution (28% are satisfied), and incident detection (a mere 18% are satisfied with their current state).

■ Furthermore, three-quarters of IT teams don’t feel their IT Ops tools enable automation.

AIOps, Intelligent Automation and Black-Box Concerns

Most (56%) respondents feel more automation and nearly half (46%) feel the implementation of AI and Machine Learning (ML) in their organizations will offer them more control over their workloads, as nearly one-third are actively evaluating and researching AIOps tools.  AIOps presents a solution that melds AI with IT Ops and fosters automation. However:

■ The vast majority of respondents (89%) want ease of adoption from their AIOps tools, and 84% need their AIOps tools to work well with existing tools.

■ 81% of respondents don’t want to rely on data scientists in order to operationalize their AIOps tools.

Importantly, the majority of respondents are uncomfortable with opaque black-box AIOps tools, which suggests that AIOps tools should be more transparent about their underlying ML logic.

79% of respondents want to see the ML logic behind the AIOps tool, 81% want to be able to edit the logic, and 85% want to preview results before deploying the ML logic to production.

These results highlight the importance of effective and automated IT incident management for IT Ops, NOC and DevOps teams that must grapple with increasingly noisy, complex and fast-moving IT environments.

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The Future of Monitoring and AIOps

In response to noisier and more complex IT environments, operations teams are growing in size and using more monitoring tools. But timely outage detection, investigation and resolution are still a major challenge.

"IT operations is at a crossroads, as constant changes to infrastructure and code due to the acceleration in cloud migration makes incident management and outage prevention an increasingly difficult task," said Assaf Resnick, CEO and co-founder, BigPanda. "This survey shows that most IT organizations predict growing future workloads because of these changes, even as budgets shrink or remain constant. We hope this survey helps illuminate what IT Ops, NOC and DevOps teams think about the current and future state of their operations, what tools might be able to help and where AIOps fits into their plans."

BigPanda conducted a survey of 1,300 IT professionals, spanning IT operations (IT Ops), NOC, DevOps and other functions at companies in a wide range of industries. The report, The Future of Monitoring and AIOps, highlights how challenging it is for teams to contend with complex IT environments:

■ Nearly half (47%) of respondents experience hourly to weekly code changes, and 48% expect public cloud migration to accelerate in the next two years.

■ A majority (53%) believe their IT Ops/NOC workloads will increase in the next two years.

■ 42% of respondents use more than 10 different monitoring tools to contend with these changes.

■ Very few teams are satisfied with their ability to handle different aspects of incident management, such as incident investigation (23% are satisfied today), incident resolution (28% are satisfied), and incident detection (a mere 18% are satisfied with their current state).

■ Furthermore, three-quarters of IT teams don’t feel their IT Ops tools enable automation.

AIOps, Intelligent Automation and Black-Box Concerns

Most (56%) respondents feel more automation and nearly half (46%) feel the implementation of AI and Machine Learning (ML) in their organizations will offer them more control over their workloads, as nearly one-third are actively evaluating and researching AIOps tools.  AIOps presents a solution that melds AI with IT Ops and fosters automation. However:

■ The vast majority of respondents (89%) want ease of adoption from their AIOps tools, and 84% need their AIOps tools to work well with existing tools.

■ 81% of respondents don’t want to rely on data scientists in order to operationalize their AIOps tools.

Importantly, the majority of respondents are uncomfortable with opaque black-box AIOps tools, which suggests that AIOps tools should be more transparent about their underlying ML logic.

79% of respondents want to see the ML logic behind the AIOps tool, 81% want to be able to edit the logic, and 85% want to preview results before deploying the ML logic to production.

These results highlight the importance of effective and automated IT incident management for IT Ops, NOC and DevOps teams that must grapple with increasingly noisy, complex and fast-moving IT environments.

Hot Topics

The Latest

According to Auvik's 2025 IT Trends Report, 60% of IT professionals feel at least moderately burned out on the job, with 43% stating that their workload is contributing to work stress. At the same time, many IT professionals are naming AI and machine learning as key areas they'd most like to upskill ...

Businesses that face downtime or outages risk financial and reputational damage, as well as reducing partner, shareholder, and customer trust. One of the major challenges that enterprises face is implementing a robust business continuity plan. What's the solution? The answer may lie in disaster recovery tactics such as truly immutable storage and regular disaster recovery testing ...

IT spending is expected to jump nearly 10% in 2025, and organizations are now facing pressure to manage costs without slowing down critical functions like observability. To meet the challenge, leaders are turning to smarter, more cost effective business strategies. Enter stage right: OpenTelemetry, the missing piece of the puzzle that is no longer just an option but rather a strategic advantage ...

Amidst the threat of cyberhacks and data breaches, companies install several security measures to keep their business safely afloat. These measures aim to protect businesses, employees, and crucial data. Yet, employees perceive them as burdensome. Frustrated with complex logins, slow access, and constant security checks, workers decide to completely bypass all security set-ups ...

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In MEAN TIME TO INSIGHT Episode 13, Shamus McGillicuddy, VP of Research, Network Infrastructure and Operations, at EMA discusses hybrid multi-cloud networking strategy ...