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