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Real-World AIOps: Between Data and Datasheets

Valerie O'Connell
EMA

Vendors and their visions often run ahead of the real-world pack — at least, the good ones do, because progress begins with vision. The downside of this rush to tomorrow is that IT practitioners can be left to ponder the practicality of technologies and wonder if their organization is ahead of the market curve or sliding behind in an invisible race that is always competitive.

Although AIOps is a relatively new category named within the past five years, it is based on the well-established awareness that advanced IT analytics has a lot to offer in the pursuit of operational excellence. Advances in big data, AI, ML, and IT operational complexity combined to match product capabilities with market needs. The otherwise hopeless complexity of clouds, microservices, and containers in an environment of high velocity change form the backdrop of IT's largescale adoption of AIOps.

The needs are real, as are the vendor product and platform capabilities.

EMA completed an in-depth technical evaluation of 17 AIOps vendor offerings complete with user interviews as 2020 wrapped up publishing the results in EMA Radar Report: AIOps – A Guide for Investing in Innovation. The next logical step was to probe how widely those capabilities are being adopted beyond the datasheets, and with what results.

That's exactly what EMA did in its recent research, AI(work)Ops 2021. The outreach screened 2,500 global participants to vet the final field of IT practitioners for insight into how AIOps is being used now and in the near future. Use cases, drivers, challenges, and benefits were all addressed, as well as top capabilities and buying considerations. Much of the findings neatly align with common sense.

Perhaps the most surprising finding was not the fact that AIOps is successful, but the extent of that success. For the vast majority of respondents, AIOps implementations were self-rated as successful (19%), very successful (46%), and extremely successful (31%), all returning high value relative to cost.

Not since chocolate and peanut butter has there been a more natural pairing than AIOps and automation

Done right, the impact of AIOps on the relationship between IT and other parts of the business can be transformative. Use of AIOps makes improvement in IT/business alignment almost unavoidable. A large part of doing AIOps right is automation. Not since chocolate and peanut butter has there been a more natural pairing than AIOps and automation. In this case, the pairing is almost a survival mechanism in a world where success requires simultaneous execution of business agility and rock-solid IT service.

The case for AIOps and its attendant automation is so clear and such an exercise in common sense that EMA expects the name will quietly go away over time. The capabilities — new today — will just become an everyday part of everyday IT operations. However, that time is still quite a bit further out in time.

The good news is that vendor capabilities today far exceed common enterprise demands. Actual deployments and overall use currently lag well behind the potential of existing platforms. That gap will quickly close as enterprises continue to gain experience and return high levels of value. After all, success breeds success in AIOps as well as in life.

Join the Webinar: AI(work)Ops: A Research View of AIOps Implementations

Join Valerie O'Connell, EMA Research Director of Digital Service Execution, as she discusses her recent field research.

AI(work)Ops: A Research View of AIOps Implementations

Tuesday, May 18 9 a.m. Pacific | 12 p.m. Eastern

This research-based webinar from leading IT research firm Enterprise Management Associates (EMA) examines the characteristics that are common to the 21% of IT practitioners who rate the impact of AIOps on the IT/business relationship as "transformational." Topics will include:

- AIOps, automation, and digital transformation

- Key capabilities

- Indicators and metrics of success

- Organizational drivers and priorities

- Challenges and demonstrated benefits

- Budgets, buyers, and preferences

- Platform considerations

- Success factors

Valerie O'Connell is EMA Research Director of Digital Service Execution

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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 ...

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In the early days of the cloud revolution, business leaders perceived cloud services as a means of sidelining IT organizations. IT was too slow, too expensive, or incapable of supporting new technologies. With a team of developers, line of business managers could deploy new applications and services in the cloud. IT has been fighting to retake control ever since. Today, IT is back in the driver's seat, according to new research by Enterprise Management Associates (EMA) ...

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Real-World AIOps: Between Data and Datasheets

Valerie O'Connell
EMA

Vendors and their visions often run ahead of the real-world pack — at least, the good ones do, because progress begins with vision. The downside of this rush to tomorrow is that IT practitioners can be left to ponder the practicality of technologies and wonder if their organization is ahead of the market curve or sliding behind in an invisible race that is always competitive.

Although AIOps is a relatively new category named within the past five years, it is based on the well-established awareness that advanced IT analytics has a lot to offer in the pursuit of operational excellence. Advances in big data, AI, ML, and IT operational complexity combined to match product capabilities with market needs. The otherwise hopeless complexity of clouds, microservices, and containers in an environment of high velocity change form the backdrop of IT's largescale adoption of AIOps.

The needs are real, as are the vendor product and platform capabilities.

EMA completed an in-depth technical evaluation of 17 AIOps vendor offerings complete with user interviews as 2020 wrapped up publishing the results in EMA Radar Report: AIOps – A Guide for Investing in Innovation. The next logical step was to probe how widely those capabilities are being adopted beyond the datasheets, and with what results.

That's exactly what EMA did in its recent research, AI(work)Ops 2021. The outreach screened 2,500 global participants to vet the final field of IT practitioners for insight into how AIOps is being used now and in the near future. Use cases, drivers, challenges, and benefits were all addressed, as well as top capabilities and buying considerations. Much of the findings neatly align with common sense.

Perhaps the most surprising finding was not the fact that AIOps is successful, but the extent of that success. For the vast majority of respondents, AIOps implementations were self-rated as successful (19%), very successful (46%), and extremely successful (31%), all returning high value relative to cost.

Not since chocolate and peanut butter has there been a more natural pairing than AIOps and automation

Done right, the impact of AIOps on the relationship between IT and other parts of the business can be transformative. Use of AIOps makes improvement in IT/business alignment almost unavoidable. A large part of doing AIOps right is automation. Not since chocolate and peanut butter has there been a more natural pairing than AIOps and automation. In this case, the pairing is almost a survival mechanism in a world where success requires simultaneous execution of business agility and rock-solid IT service.

The case for AIOps and its attendant automation is so clear and such an exercise in common sense that EMA expects the name will quietly go away over time. The capabilities — new today — will just become an everyday part of everyday IT operations. However, that time is still quite a bit further out in time.

The good news is that vendor capabilities today far exceed common enterprise demands. Actual deployments and overall use currently lag well behind the potential of existing platforms. That gap will quickly close as enterprises continue to gain experience and return high levels of value. After all, success breeds success in AIOps as well as in life.

Join the Webinar: AI(work)Ops: A Research View of AIOps Implementations

Join Valerie O'Connell, EMA Research Director of Digital Service Execution, as she discusses her recent field research.

AI(work)Ops: A Research View of AIOps Implementations

Tuesday, May 18 9 a.m. Pacific | 12 p.m. Eastern

This research-based webinar from leading IT research firm Enterprise Management Associates (EMA) examines the characteristics that are common to the 21% of IT practitioners who rate the impact of AIOps on the IT/business relationship as "transformational." Topics will include:

- AIOps, automation, and digital transformation

- Key capabilities

- Indicators and metrics of success

- Organizational drivers and priorities

- Challenges and demonstrated benefits

- Budgets, buyers, and preferences

- Platform considerations

- Success factors

Valerie O'Connell is EMA Research Director of Digital Service Execution

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 ...

Image
Cloudbrink's Personal SASE services provide last-mile acceleration and reduction in latency

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

In high-traffic environments, the sheer volume and unpredictable nature of network incidents can quickly overwhelm even the most skilled teams, hindering their ability to react swiftly and effectively, potentially impacting service availability and overall business performance. This is where closed-loop remediation comes into the picture: an IT management concept designed to address the escalating complexity of modern networks ...

In 2025, enterprise workflows are undergoing a seismic shift. Propelled by breakthroughs in generative AI (GenAI), large language models (LLMs), and natural language processing (NLP), a new paradigm is emerging — agentic AI. This technology is not just automating tasks; it's reimagining how organizations make decisions, engage customers, and operate at scale ...

In the early days of the cloud revolution, business leaders perceived cloud services as a means of sidelining IT organizations. IT was too slow, too expensive, or incapable of supporting new technologies. With a team of developers, line of business managers could deploy new applications and services in the cloud. IT has been fighting to retake control ever since. Today, IT is back in the driver's seat, according to new research by Enterprise Management Associates (EMA) ...

In today's fast-paced and increasingly complex network environments, Network Operations Centers (NOCs) are the backbone of ensuring continuous uptime, smooth service delivery, and rapid issue resolution. However, the challenges faced by NOC teams are only growing. In a recent study, 78% state network complexity has grown significantly over the last few years while 84% regularly learn about network issues from users. It is imperative we adopt a new approach to managing today's network experiences ...

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From growing reliance on FinOps teams to the increasing attention on artificial intelligence (AI), and software licensing, the Flexera 2025 State of the Cloud Report digs into how organizations are improving cloud spend efficiency, while tackling the complexities of emerging technologies ...