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The highest-confidence IT tickets automate at 85% or better.

The 2026 agentic AI benchmark for IT service management: anonymized IT support tickets observed across hundreds of service desks from clients who opted in and signed off on sharing, distilled into a roadmap for where automation pays first.

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Length: 27 pages, about 15 minutes
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About this report

More IT teams are asking the same question: how much of our service desk can AI actually take on? Every vendor has an answer. Almost none can show their work.

So this report does something different. Instead of a vendor projection, it brings the tickets: anonymized IT support demand observed across hundreds of service desks, over eight-plus years, spanning industries that share almost nothing operationally. The organizations differ wildly. The shape of their demand does not.

That shape is the map. This report hands it to you before you commit to a rollout, a vendor, or a sequence.

Why this matters

Every vendor claims AI can run your service desk. Almost none can show you the tickets to prove it.

What's inside

Ten findings, ranked in the order they should change your roadmap, plus the one workflow that outperforms all the others.

Who it's for

CIOs, IT operations leaders, and ITSM owners deciding where to point agentic AI first.

What you’ll learn:
Ten findings that change where you start:
Password reset, account unlock, and onboarding access are automatable at 85% or higher, in every sector measured. The single most reliable win in the data.
The most automatable work is not the most voluminous. It concentrates where almost no one looks first.
Your biggest ticket queue is probably the wrong first target. The most expensive mistake the data exposes.
One workflow carries most of the opportunity. Build it once, route it everywhere, instead of automating domain by domain.
Four kinds of work resist automation, period. Knowing the ceilings is what keeps a program honest instead of overpromised.
Plus: why volume and automatability are not the same thing, how to sequence a rollout so the easy wins fund the harder ones, and how to get this same analysis run on your own service desk's tickets before any commitment.
Frequently asked questions
1. Is 85% the automation rate for my whole service desk?

No, and we would not want to oversell it. The 85%+ figure is the automation rate for the highest-confidence workflows specifically: password reset, account unlock, and onboarding access provisioning. Across all ticket types, the more conservative and equally real number is that a quarter to a third or more of total volume is confidently automatable. The report shows you exactly where each number applies and why the distinction matters more than either number on its own.

2. Is this a survey?

No. Surveys measure opinions. This measures demand. Every figure in the report traces back to real, historical IT support tickets, scored on one consistent classification scheme across automation potential, knowledge potential, service domain, root cause, and impact. It is a structural read of how IT support demand actually behaves, not a poll of what people think about AI.

3. Where does the data come from?

Eight-plus years as an AI-native ITSM and service desk company, working across hundreds of service desks spanning a broad cross-section of industries, including software, financial services, healthcare, manufacturing, food service, and facilities. All data is fully anonymized and aggregated. No organization, ticket, or individual is identifiable in the report.

4. What does it cost?

Nothing. The report is free to download. We ask for a business email, and the download is instant. There is no sales call requirement and no obligation attached.

5. Is this a sales pitch?

No. The report itself is the ten findings and the evidence behind them, written for IT leaders deciding where to point agentic AI, not for a product comparison. The one place we talk about Rezolve.ai directly is in a short closing section, where we explain how to get this same ticket analysis run on your own service desk. Skip it if you only want the findings.

6. Can I get this analysis for my own service desk?

Yes. The report closes with an overview of Rezolve.ai DeskIQ, which applies the same confidence-gated classification used in this benchmark to your own historical tickets, before any commitment or implementation. You would see your own split of automatable, self-serviceable, and human-only demand, rather than an industry average.

The 2026 Agentic AI Benchmark for ITSM — DeskIQ
Benchmark Report · ITSM · 2026
The 2026 Agentic AI Benchmark for ITSM

One category of IT ticket automates at 85%+ in every sector measured.

Most IT leaders wouldn't rank it in their top three guesses.

Anonymized IT support tickets observed across hundreds of service desks — contributed by clients who opted in and signed off on sharing — spanning industries that share almost nothing operationally. Every one of them reproduces the same structure. Your service desk almost certainly follows it too. The question is whether you see the map before your next automation decision, or after.

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REPORT
Benchmark Report
The 2026 Agentic AI Benchmark for IT Service Management
FormatPDF report
Length27 pages · ~15 min
AvailabilityInstant download
Rezolve.ai 2026
Evidence base

Anonymized tickets from hundreds of production service desks, shared with client consent and sign-off. Real demand, not a survey.

Coverage

8+ years inside service desks across industries that look nothing alike, behaving with surprising consistency.

The headline

A quarter to a third or more of tickets is confidently automatable. Which third is the part almost everyone gets wrong.

Top-tier confidence

85%+ automation in the single most reliable category — named inside the report.

Every vendor claims AI can run your service desk.

This is the first benchmark built from the tickets themselves — and it says the opportunity is not where most programs are pointed.

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What's inside — ten findings

Here's what five of them sound like.

FINDING 01OF 10

The most reliable win in the entire dataset holds at 85%+ in every sector, at every scale. It is rarely anyone's first guess.

FINDING 02OF 10

Your biggest ticket queue is probably your worst first target. The data calls this the most common — and most expensive — mistake in enterprise automation programs.

FINDING 03OF 10

The real unit of automation is not a domain, a queue, or a tool. One organization resolved four in ten of all tickets with a single build. The report shows what it was.

FINDING 04OF 10

Four kinds of work resist automation no matter how the request is framed. If your vendor hasn't named them, they're overpromising.

FINDING 05OF 10

Two organizations with nearly identical profiles landed at opposite ends of the automation range. One variable explains the gap — and it has nothing to do with software.

+5 more findings inside

The remaining five findings cover where the opportunity actually clusters, the one domain where two levers belong together, and the sequencing that makes value arrive early enough to fund the rest.

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93–99%
Ticket resolution rate, peer desks in this benchmark

Your peers' tickets built this map. Their next roadmap will use it.

The desks in this benchmark resolve 93–99% of their tickets. These aren't broken operations looking for a rescue — they're mature IT organizations, the same profile as yours, deciding right now which third of their demand never reaches a human again. The structure of their demand turned out to be the structure of everyone's demand. Including yours.

The teams that see the shape first get to take the easy wins. Everyone else automates the loudest complaint.

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Who it's for

Built for the people who decide where automation goes first — and answer for it after.

CIOs IT Operations Leaders ITSM Owners