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Applying Generative AI to
IT Operations
Sponsored by
Shamus McGillicuddy
Vice President of Research
Network Infrastructure and Operations
Enterprise Management Associates (EMA)
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Watch the On-Demand Webinar
• Applying Generative AI to IT Operations On-Demand Webinar:
https://info.enterprisemanagement.com/applying-genai-to-it-ops-
webinar-ss
• Check out upcoming webinars from EMA here:
https://www.enterprisemanagement.com/freeResearch
© 2023 Enterprise Management Associates, Inc.
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Featured Speaker
Shamus is a Vice President of Research at EMA,
where he leads the network infrastructure and
operations practice. He has nearly two decades of
experience in the IT industry. His research focuses on
all aspects of managing enterprise networks,
including network automation, AIOps-driven network
operations, multi-cloud networking, and WAN
transformation.
© 2024 Enterprise Management Associates, Inc. 3
Shamus McGillicuddy
Vice President of Research
Network Infrastructure and Operations
Enterprise Management Associates (EMA)
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Sponsor
© 2024 Enterprise Management Associates, Inc. 4
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Research Goals and
Methodology
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“
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Early 2023: EMA Analysts Began Encountering ChatGPT Use in IT Operations
© 2024 Enterprise Management Associates, Inc. 6
Everyone on my team wanted ChatGPT 4 and they all
paid for it, even if they couldn’t get reimbursed. I can
give it a paragraph of instructions for it to create a
premium config that would have taken me a couple
of hours to write. It had it all in about a minute.
Infrastructure engineering director,
large manufacturer
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IT Infrastructure and IT Management Vendors Embrace GenAI
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Research Goals
© 2024 Enterprise Management Associates, Inc. 8
How can
general-purpose
tools (ChatGPT)
help IT pros?
How can IT
vendors deliver
value with
generative AI?
What challenges
do IT pros
encounter
with AI?
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Job titles
7.3% IT engineer
4.6% IT architect
4.0% IT business analyst
4.0% Software developer
10.6% Project/program manager
17.9% IT team leader (manager/supervisor
27.2% IT group leader (director, VP)
24.5% CIO/CTO)
Top IT groups/departments
29.8% IT executive suite
13.2% IT service management/service support/
help desk
10.6% Cybersecurity
9.3% Project/program management
7.9% IT architecture
7.3% Network operations
6.6% DevOps/AppDev
Top industries
20.5% Manufacturing
18.5% Retail/Wholesale/Distribution
13.2% Finance/Banking/Insurance
11.3% Health care/Hospitals
7.3% Business services unrelated to IT
6.6% Education/Research
4.4% Pharmaceutical/Life sciences
Company size (employees)
56.9% Small enterprise – 500 to 4,999)
43.1% Large enterprise (5,000 or more)
Survey Demographics: 151 Respondents Who are Testing or Using
Generative AI Tools
© 2024 Enterprise Management Associates, Inc. 9
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General-Purpose
Generative AI
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General-Purpose Generative AI Adoption for IT Operations
© 2024 Enterprise Management Associates, Inc. 11
94% say their organizations
are using it today
Top use cases
74% Create documentation/procedures/knowledge base
69% Operational data analysis
66% Step-by-step guidance for tasks
64% Research/Learning
61% Programming/Scripting
47% Config generation
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Content Quality for General-Purpose GenAI
© 2024 Enterprise Management Associates, Inc. 12
HOW WOULD YOU RATE THE QUALITY OF THE CONTENT AND INSIGHTS
CONSUMER GENERATIVE AI TOOLS CREATE FOR IT MANAGEMENT PURPOSES?
Gap between SMEs and
management
Content is ”very good”
30% of technical personnel
67% of IT managers/execs
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Generative AI That
IT Vendors Offer
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How IT Personnel Use Vendor Technology
© 2024 Enterprise Management Associates, Inc. 14
73% say their organizations
are using generative AI that
IT vendors supply
Top use cases
67% Querying IT systems
66% Recommended actions
60% Querying product documentation/validated designs
55% Automated actions
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Content Quality for Vendor AI
© 2024 Enterprise Management Associates, Inc. 15
WHETHER YOUR ORGANIZATION CURRENTLY USES THEM OR NOT, HOW WOULD YOU
RATE THE QUALITY OF THE GENERATIVE AI TOOLS YOUR IT VENDORS SUPPLY?
Gap between SMEs and
management
Content is ”very good”
28% of technical personnel
55% of IT managers/execs
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The Impact of
Generative AI
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Boosting Productivity and Democratizing Tools
© 2024 Enterprise Management Associates, Inc. 17
96% believe GenAI can make IT personnel more
productive
• IT exec suite and IT service management see more potential
• Network operations, network engineering, IT architecture, and
data center operations see less potential
98% believe GenAI is
helpful for summarizing
insights from IT
dashboards & reports
• Which users are having a bad
experience?
• Describe current trends in
bandwidth utilization
• How are these alerts related?
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Top GenAI Opportunities: Optimized Service Performance and Improved
IT/Business Alignment
© 2024 Enterprise Management Associates, Inc. 18
WHAT ARE THE CHIEF BENEFITS OF APPLYING GENERATIVE AI TO IT MANAGEMENT?
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Adoption
Challenges and
Security Concerns
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Top Challenges of Applying Generative AI to IT Management
© 2024 Enterprise Management Associates, Inc. 20
40% Evaluating quality of AI outputs
33% Data quality – training data, prompt data
30% Integrating AI into tools/processes
19% User acceptance
18% Cost
Cost challenge rises when
IT vendors deliver poor AI
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Security and Compliance Concerns
© 2024 Enterprise Management Associates, Inc. 21
Top Concerns
Risk Perceptions
63% at least somewhat concerned about using
general-purpose tools
54% at least somewhat concerned about using IT
vendor tools
52% Data leakage via prompts
44% Malicious code/filters AI generates
43% Overconfidence in AI-driven security
40% Compliance violations
32% Bad changes that create vulnerabilities
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Key Takeaways
© 2024 Enterprise Management Associates, Inc. 22
Consumer AI provides knowledge, remedial instruction, some
basic coding and config generation
IT vendor solutions can streamline data analysis and guide and
automate action
Early adopters are seeing improved service performance and
IT/business alignment
Users are struggling with evaluating AI solutions and they are
worried about security/compliance risk
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The GenAI Report is Now Available!
© 2024 Enterprise Management Associates, Inc. 23
Learn more and download:
https://bit.ly/ema-genai

Applying Generative AI to IT Operations Research

  • 1.
    @ema_research | @ema_research Applying GenerativeAI to IT Operations Sponsored by Shamus McGillicuddy Vice President of Research Network Infrastructure and Operations Enterprise Management Associates (EMA)
  • 2.
    @ema_research | @ema_research 2 Watchthe On-Demand Webinar • Applying Generative AI to IT Operations On-Demand Webinar: https://info.enterprisemanagement.com/applying-genai-to-it-ops- webinar-ss • Check out upcoming webinars from EMA here: https://www.enterprisemanagement.com/freeResearch © 2023 Enterprise Management Associates, Inc.
  • 3.
    @ema_research | @ema_research @ema_research | @ema_research FeaturedSpeaker Shamus is a Vice President of Research at EMA, where he leads the network infrastructure and operations practice. He has nearly two decades of experience in the IT industry. His research focuses on all aspects of managing enterprise networks, including network automation, AIOps-driven network operations, multi-cloud networking, and WAN transformation. © 2024 Enterprise Management Associates, Inc. 3 Shamus McGillicuddy Vice President of Research Network Infrastructure and Operations Enterprise Management Associates (EMA)
  • 4.
  • 5.
  • 6.
    @ema_research | @ema_research “ @ema_research | @ema_research Early2023: EMA Analysts Began Encountering ChatGPT Use in IT Operations © 2024 Enterprise Management Associates, Inc. 6 Everyone on my team wanted ChatGPT 4 and they all paid for it, even if they couldn’t get reimbursed. I can give it a paragraph of instructions for it to create a premium config that would have taken me a couple of hours to write. It had it all in about a minute. Infrastructure engineering director, large manufacturer
  • 7.
    @ema_research | @ema_research IT Infrastructureand IT Management Vendors Embrace GenAI
  • 8.
    @ema_research | @ema_research @ema_research | @ema_research ResearchGoals © 2024 Enterprise Management Associates, Inc. 8 How can general-purpose tools (ChatGPT) help IT pros? How can IT vendors deliver value with generative AI? What challenges do IT pros encounter with AI?
  • 9.
    @ema_research | @ema_research @ema_research | @ema_research Jobtitles 7.3% IT engineer 4.6% IT architect 4.0% IT business analyst 4.0% Software developer 10.6% Project/program manager 17.9% IT team leader (manager/supervisor 27.2% IT group leader (director, VP) 24.5% CIO/CTO) Top IT groups/departments 29.8% IT executive suite 13.2% IT service management/service support/ help desk 10.6% Cybersecurity 9.3% Project/program management 7.9% IT architecture 7.3% Network operations 6.6% DevOps/AppDev Top industries 20.5% Manufacturing 18.5% Retail/Wholesale/Distribution 13.2% Finance/Banking/Insurance 11.3% Health care/Hospitals 7.3% Business services unrelated to IT 6.6% Education/Research 4.4% Pharmaceutical/Life sciences Company size (employees) 56.9% Small enterprise – 500 to 4,999) 43.1% Large enterprise (5,000 or more) Survey Demographics: 151 Respondents Who are Testing or Using Generative AI Tools © 2024 Enterprise Management Associates, Inc. 9
  • 10.
  • 11.
    @ema_research | @ema_research @ema_research | @ema_research General-PurposeGenerative AI Adoption for IT Operations © 2024 Enterprise Management Associates, Inc. 11 94% say their organizations are using it today Top use cases 74% Create documentation/procedures/knowledge base 69% Operational data analysis 66% Step-by-step guidance for tasks 64% Research/Learning 61% Programming/Scripting 47% Config generation
  • 12.
    @ema_research | @ema_research @ema_research | @ema_research ContentQuality for General-Purpose GenAI © 2024 Enterprise Management Associates, Inc. 12 HOW WOULD YOU RATE THE QUALITY OF THE CONTENT AND INSIGHTS CONSUMER GENERATIVE AI TOOLS CREATE FOR IT MANAGEMENT PURPOSES? Gap between SMEs and management Content is ”very good” 30% of technical personnel 67% of IT managers/execs
  • 13.
  • 14.
    @ema_research | @ema_research @ema_research | @ema_research HowIT Personnel Use Vendor Technology © 2024 Enterprise Management Associates, Inc. 14 73% say their organizations are using generative AI that IT vendors supply Top use cases 67% Querying IT systems 66% Recommended actions 60% Querying product documentation/validated designs 55% Automated actions
  • 15.
    @ema_research | @ema_research @ema_research | @ema_research ContentQuality for Vendor AI © 2024 Enterprise Management Associates, Inc. 15 WHETHER YOUR ORGANIZATION CURRENTLY USES THEM OR NOT, HOW WOULD YOU RATE THE QUALITY OF THE GENERATIVE AI TOOLS YOUR IT VENDORS SUPPLY? Gap between SMEs and management Content is ”very good” 28% of technical personnel 55% of IT managers/execs
  • 16.
  • 17.
    @ema_research | @ema_research @ema_research | @ema_research BoostingProductivity and Democratizing Tools © 2024 Enterprise Management Associates, Inc. 17 96% believe GenAI can make IT personnel more productive • IT exec suite and IT service management see more potential • Network operations, network engineering, IT architecture, and data center operations see less potential 98% believe GenAI is helpful for summarizing insights from IT dashboards & reports • Which users are having a bad experience? • Describe current trends in bandwidth utilization • How are these alerts related?
  • 18.
    @ema_research | @ema_research @ema_research | @ema_research TopGenAI Opportunities: Optimized Service Performance and Improved IT/Business Alignment © 2024 Enterprise Management Associates, Inc. 18 WHAT ARE THE CHIEF BENEFITS OF APPLYING GENERATIVE AI TO IT MANAGEMENT?
  • 19.
  • 20.
    @ema_research | @ema_research @ema_research | @ema_research TopChallenges of Applying Generative AI to IT Management © 2024 Enterprise Management Associates, Inc. 20 40% Evaluating quality of AI outputs 33% Data quality – training data, prompt data 30% Integrating AI into tools/processes 19% User acceptance 18% Cost Cost challenge rises when IT vendors deliver poor AI
  • 21.
    @ema_research | @ema_research @ema_research | @ema_research Securityand Compliance Concerns © 2024 Enterprise Management Associates, Inc. 21 Top Concerns Risk Perceptions 63% at least somewhat concerned about using general-purpose tools 54% at least somewhat concerned about using IT vendor tools 52% Data leakage via prompts 44% Malicious code/filters AI generates 43% Overconfidence in AI-driven security 40% Compliance violations 32% Bad changes that create vulnerabilities
  • 22.
    @ema_research | @ema_research @ema_research | @ema_research KeyTakeaways © 2024 Enterprise Management Associates, Inc. 22 Consumer AI provides knowledge, remedial instruction, some basic coding and config generation IT vendor solutions can streamline data analysis and guide and automate action Early adopters are seeing improved service performance and IT/business alignment Users are struggling with evaluating AI solutions and they are worried about security/compliance risk
  • 23.
    @ema_research | @ema_research @ema_research | @ema_research TheGenAI Report is Now Available! © 2024 Enterprise Management Associates, Inc. 23 Learn more and download: https://bit.ly/ema-genai