ai itsm
Move from ticket escalation to
ticket resolution with AI ITSM
Move from ticket escalation to ticket resolution with AI ITSM
For decades, support teams have operated the same way. Receive a ticket, log, triage, and escalate it to a human to resolve it. AI ITSM changes that playbook with the use of generative AI.
Agents
Workflows
Service Desk
Analytics

Agents
Workflows
Service Desk
Analytics

Gartner
80%
80%
Of common service issues resolved by AI without a human by 2029
Of common service issues resolved by AI without a human by 2029
MetricNet
$22
$22
What one tier-1 ticket costs
you, on average
What one tier-1 ticket costs
you, on average
Industry benchmark
60%
60%
Deflection rate in mature
AI ITSM deployments
Deflection rate in mature
AI ITSM deployments
CyberArk 2025
80:1
80:1
Machine-to-human identity
ratio in the average enterprise
Machine-to-human identity
ratio in the average enterprise
overview
What is AI ITSM?
While legacy ITSM tools relied on manual triaging, escalation and resolution, AI ITSM platforms leverages the capabilities of generative AI to automate common employee issues like access requests, information inquiries, password resets, onboarding, offboarding and more.

overview
What is AI ITSM?
While legacy ITSM tools relied on manual triaging, escalation and resolution, AI ITSM platforms leverages the capabilities of generative AI to automate common employee issues like access requests, information inquiries, password resets, onboarding, offboarding and more.


The evolution
How we got here, fast
How we got
here, fast
The journey from manual ticketing to autonomous resolution in five eras.
The journey from manual ticketing to autonomous resolution in five eras.
Manual ITSM
Humans triaged, assigned, resolved. ITIL formalized the practices.
1980s–2000s
2000s–2015
Workflow automation
ServiceNow, BMC, Cherwell. Drag-and-drop workflows, approval routing.
AIOps + ML assist
ML helps classify tickets, recommend KB, detect anomalies. AI supports agents.
1980s–2000s
2022–2024
Generative AI
LLM-powered summarisation, draft replies, KB generation. AI entered the conversation.
Agentic ITSM
Autonomous agents resolve tickets using multi-step reasoning and real tools.
2024–Present
Manual ITSM
1980s–2000s
Humans triaged, assigned, resolved. ITIL formalized the practices.
Workflow automation
2000s–2015
ServiceNow, BMC, Cherwell. Drag-and-drop workflows, approval routing.
AIOps + ML assist
2015–2022
ML helps classify tickets, recommend KB, detect anomalies. AI supports agents.
Generative AI
2022–2024
LLM-powered summarisation, draft replies, KB generation. AI entered the conversation.
Agentic ITSM
2024–present
Autonomous agents resolve tickets using multi-step reasoning and real tools.
Beyond chatbots
What "agentic"
actually means
Unlike legacy ITSM platforms, which surface KB articles or write a paragraph on how to resolve your ticket, agentic ITSM actually resolves the ticket — it understands a request, develops a plan of action, and leverages tools to act across your systems inside boundaries you set, and learns from what happened.


step 1
Understand the request
An AI agent can interpret intent, context, and nuance not just match keywords to understand what the user actually needs.

step 1
Understand the request
An AI agent can interpret intent, context, and nuance not just match keywords to understand what the user actually needs.

step 1
Understand the request
An AI agent can interpret intent, context, and nuance not just match keywords to understand what the user actually needs.

step 2
Develop a plan of attack
It creates a multi-step resolution plan using integrated tools, reasoning through each step before taking action.

step 2
Develop a plan of attack
It creates a multi-step resolution plan using integrated tools, reasoning through each step before taking action.

step 2
Develop a plan of attack
It creates a multi-step resolution plan using integrated tools, reasoning through each step before taking action.

step 3
Execute and delegate
It executes the plan across your systems, and when needed, escalates to humans with full context instead of guessing.

step 3
Execute and delegate
It executes the plan across your systems, and when needed, escalates to humans with full context instead of guessing.

step 3
Execute and delegate
It executes the plan across your systems, and when needed, escalates to humans with full context instead of guessing.
Beyond chatbots
Common capabilities
of AI ITSM
What modern AI-driven service management can do for your team — autonomously, 24/7.


Reset passwords and MFA

Reset passwords and MFA

Provision and deprovision access

Provision and deprovision access

Automating ticket escalation and routing

Automating ticket escalation and routing

Handle device diagnostics

Handle device diagnostics

Draft, prune, and surface the knowledge base

Draft, prune, and surface the knowledge base

Handle onboarding and offboarding

Handle onboarding and offboarding

Generate integrations and automations

Generate integrations and automations

24/7 automated service desk support

24/7 automated service desk support
Ecosystem
Tools that integrate
with AI ITSM
AI ITSM connects with the systems you already use — no rip and replace.
AI ITSM connects with the systems you already use — no rip and replace.


Team chat platforms
Team chat platforms
Team chat platforms


Identity providers
Identity providers
Identity providers


Ticketing platforms
Ticketing platforms
Ticketing platforms


Knowledgebases
Knowledgebases
Knowledge
bases


Device management tools
Device management tools
Device management tools


HRM systems, and more
HRM systems, and more
HRM systems, and more


Want to see how you can implement AI ITSM?
We built Ravenna for the modern workplace and to stop your support teams from drowning in tracked tickets, and the best part is there's no learning curve for your team. Ravenna runs inside the systems you already use.

Want to see how you can implement AI ITSM?
We built Ravenna for the modern workplace and to stop your support teams from drowning in tracked tickets, and the best part is there's no learning curve for your team. Ravenna runs inside the systems you already use.
Built for enterprise,
secure by design
Built for enterprise,
secure by design
From request to resolution, give your teams full context, automated workflows, and AI assistance, all within Slack.
From request to resolution, give your teams full context, automated workflows, and AI assistance, all within Slack.


SOC2


HIPAA


GDPR

Loved by employees at:
Loved by employees at:
Loved by employees at:
Loved by employees at:
FAQ
What is the role of AI in IT service management?
AI makes ITSM more efficient by automating routine, repetitive work, which cuts the manual load on IT staff. It speeds up incident management by categorizing, prioritizing, routing, and increasingly, resolving tickets.
What is the role of AI in IT service management?
AI makes ITSM more efficient by automating routine, repetitive work, which cuts the manual load on IT staff. It speeds up incident management by categorizing, prioritizing, routing, and increasingly, resolving tickets.
What's agentic AI in ITSM?
An Autonomous AI that understands a request, reasons through it, acts across your systems inside set boundaries, and learns from the result.
What's agentic AI in ITSM?
An Autonomous AI that understands a request, reasons through it, acts across your systems inside set boundaries, and learns from the result.
Can AI fully resolve tickets without a human?
For bounded, high-volume categories such as password resets, access, software installs and common how-tos, yes. For ambiguous or high-blast-radius work, no. A well-built agent escalates those with full context instead of guessing.
Can AI fully resolve tickets without a human?
For bounded, high-volume categories such as password resets, access, software installs and common how-tos, yes. For ambiguous or high-blast-radius work, no. A well-built agent escalates those with full context instead of guessing.



Ravenna Software, Inc., 2026



Ravenna Software, Inc., 2026



Ravenna Software, Inc., 2026



Ravenna Software, Inc., 2026

