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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

An overwhelming majority of IT leaders (95%) believe the upcoming wave of AI-powered digital transformation is set to be the most impactful and intensive seen thus far, according to The Science of Productivity: AI, Adoption, And Employee Experience, a new report from Nexthink ...

Overall outage frequency and the general level of reported severity continue to decline, according to the Outage Analysis 2025 from Uptime Institute. However, cyber security incidents are on the rise and often have severe, lasting impacts ...

In March, New Relic published the State of Observability for Media and Entertainment Report to share insights, data, and analysis into the adoption and business value of observability across the media and entertainment industry. Here are six key takeaways from the report ...

Regardless of their scale, business decisions often take time, effort, and a lot of back-and-forth discussion to reach any sort of actionable conclusion ... Any means of streamlining this process and getting from complex problems to optimal solutions more efficiently and reliably is key. How can organizations optimize their decision-making to save time and reduce excess effort from those involved? ...

As enterprises accelerate their cloud adoption strategies, CIOs are routinely exceeding their cloud budgets — a concern that's about to face additional pressure from an unexpected direction: uncertainty over semiconductor tariffs. The CIO Cloud Trends Survey & Report from Azul reveals the extent continued cloud investment despite cost overruns, and how organizations are attempting to bring spending under control ...

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