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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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Format: PDF report
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?

We'll touch on pricing and commeNothing. 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.rcials at a high level and point you to where you can get specifics for your environment.

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.