8 Best AI Tools for Tier-1 IT Support Deflection (2026)

Most AI tools marketed for tier-1 IT support "deflection" do exactly that — they deflect. They surface a knowledge base article, hand it to the employee, and call it a win. 

But here's the problem: the employee still has to read the article, figure out whether it applies to their situation, and troubleshoot the issue themselves. More often than not, they give up and submit a ticket anyway — which means an IT agent still ends up getting pulled in.

That's not automation. That's a speed bump.

What you should actually be evaluating is whether the tool can fully auto-solve tickets without a human ever touching them:

• Can it hold a conversation to diagnose something that isn't obvious from the first message?
• Can it look at a screenshot an employee drops into Slack and figure out what's wrong?
• Can it piece together information from your documentation, past Slack conversations, and previous ticket resolutions to give a complete answer — not just a link? 

If the answer is yes, the employee walks away with their problem solved and no IT agent was ever involved. That's the bar.

In this article, we'll start by discussing Risotto (our tool), which was purpose-built to auto-solve — not deflect — 20-60%+ of tier-1 IT tickets. Then we'll cover other AI tools for tier-1 IT support deflection so you can compare and make the best decision for your team.

1. Risotto

Risotto is our AI-native ITSM that augments your existing ticketing system, whether that's Jira Service Management, ServiceNow, Zendesk, Freshservice, or others. It adds a powerful AI ticket auto-resolution layer on top, with complete two-way sync, so you keep your current infrastructure exactly as it is.

Risotto was born out of firsthand frustration. Our co-founder, Alex Confer, spent years leading IT engineering at Dropbox and Gusto, where he tested several AI-powered IT support tools hoping they'd actually take work off his team's plate. They didn't. Here's what he kept running into:

🚫 Most tools deflected instead of resolving. They'd surface a knowledge base article and call it a win — but Alex's team still ended up manually solving a large portion of those same tickets because the "deflection" didn't actually resolve the employee’s issue. 

🚫 Integration with existing ticketing systems was a headache. Getting the AI tool to work properly with their existing ITSM stack required extensive configuration, and things would constantly fall through the cracks — tickets not syncing, context getting lost, workflows breaking.

🚫 They didn't meet employees where they were. Most tools required employees to navigate to a separate portal to get help. Alex's philosophy was that employees should get support in the tools they already use every day — Slack, Teams, email — not learn a new system.

🚫 Setup was incredibly time-intensive. These tools would take weeks or months of configuration before delivering any value. And even after all that work, the actual ticket auto-resolution rates were underwhelming.

That's why we built Risotto: to solve every one of those problems. It fully auto-solves 20-60%+ of tier-1 IT tickets without any human involvement:

• Gusto: Auto-resolved 55% of IT support tickets. Hit a 53% resolution rate on the very first day, handling 3,000 monthly tickets at enterprise scale. 
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• Hazel Health: Achieved a 28% auto-solve rate for IT and 35% auto-solve for HR. 79x faster resolution (57-minute Al TTR vs. 75-hour human TTR). 
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• ThoughtSpot: Automated 48% of IT support tickets. Average AI resolution time is 6.5 hours, compared to 31 hours for human agents. Expanded into HR and accounting.
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• Ironclad: Auto-solved 90% of access-related IT requests. A lean IT team supporting nearly 600 employees replaced 100-150 manual weekly tickets with automated provisioning across 40-50 applications.
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• Jobber: Automated 38% of IT support tickets. Rolled out across 12 departments in 3 weeks. AI time-to-resolution dropped to 3 hours versus 35 hours for human agents.
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• Fundrise: Automated 60% of IT support tickets. Switched from a widely known legacy ITSM provider and replicated months of configuration in about an hour. 
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• Thinkific: Automated 46% of total support tickets. Onboarded 6 departments in under two months, with their Engineering department reaching an 86% auto-solve rate.
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• Vidyard: Auto-solved 56% of IT support tickets. Used Risotto to automate SOC 2 compliance. 
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• Shakepay: Automated 40% of IT support tickets. Went from zero to fully operational in under 48 hours. Consolidated security and IT requests into one workflow.
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• Superhuman: Automated 20% of IT support tickets. Average first response time of seconds. Now used across compliance, finance, HR, and engineering.
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• Trust & Will: Automated 35% of IT support tickets. Runs automated provisioning across 30+ applications around the clock. Risotto became the AI orchestration layer on top of their ticketing system.

How Risotto Auto-Solves Knowledge-Based Questions

Here's an example of Risotto fully auto-solving a knowledge-based question through conversational multi-step troubleshooting: 

Most ITSM AI chatbots can handle the easy stuff — questions that map directly to a single KB article. Where they break down is anything that requires more complexity. Risotto was built for exactly those cases. Here's what it can do that sets it apart:

• Conduct multi-step troubleshooting: Rather than giving a single static answer, Risotto holds a back-and-forth conversation with the employee: asking clarifying questions, narrowing down the root cause, and walking through a resolution one step at a time, just like a skilled IT agent would.
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• Understand screenshots and visual inputs: Employees can drop a screenshot directly into the conversation, and Risotto will read it, identify the error or issue, and respond with the appropriate fix. No need for the employee to describe the problem in words if they can just show it.
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• Combine multiple knowledge sources: Risotto doesn't solely rely on your knowledge base. It pulls from your past ticket resolutions and approved Slack channels simultaneously — giving it a more complete and up-to-date picture than any one source could provide alone.

Note: Explore additional examples of how Risotto intelligently auto-solves issues throughout our customer success stories. 

How Risotto Automates Access Requests Directly in Slack

Beyond knowledge questions, Risotto streamlines IGA automation — including time-based, approval-based, and self-service access provisioning and de-provisioning — all through a conversational format in Slack or Teams. 

Employees request what they need in plain English, Risotto asks for justification and duration, routes approval requests to the right manager(s) with full context, and automatically provisions (and later de-provisions) access based on your preconfigured rules.

This is enterprise-grade IGA automation embedded directly in your corporate chat channels, so employees never have to navigate a separate portal or fill out a rigid form. For more details, visit our IGA automation page.

Also, to explore Risotto’s other IT ticket automation use cases, visit our IT automations and integrations pages. 

Now let's dive into Risotto's key benefits in greater depth, backed by customer quotes.

Risotto Actually Resolves Tickets, Not Just Deflects Them

The fundamental problem with most AI IT support tools is that they treat "deflection rate" as the success metric. An employee asks a question, the tool surfaces a knowledge article, and it counts that as a deflected ticket regardless of whether the employee's issue was actually solved.

Risotto measures success differently. The metric that matters is auto-solve rate — the percentage of tickets that are fully resolved without a human agent ever getting involved.

Gusto, a large enterprise with 3,000 IT tickets per month, hit a 53% auto-solve rate on the first day of implementation. Within two weeks, Risotto was fully deployed across their entire IT department with zero downtime.

"We came to Risotto hoping to hold the line — but the results blew away our expectations. We doubled our resolution rate on day one, and it hasn't dropped since."

– Jose Izquierdo, Head of AIT Operations at Gusto

"Risotto was able to combine knowledge from different sources and give me an instant answer to a complex question, which was awesome to watch."

– Jason Huey, Senior IT Systems Administrator at ThoughtSpot

"Risotto's AI-powered support system had a massive impact straight out of the box and with very little setup. Employees now get fast, efficient answers with the same precision as one of our professionals."

– Mike Smith, IT Operations Manager at Jobber

Risotto Augments Your Existing Ticketing System & Fits Seamlessly with Your Tech Stack 

One of the biggest barriers to adopting a new AI support tool is the fear that you'll have to rip out your current infrastructure. Risotto eliminates that concern entirely. 

It integrates via a complete two-way sync with your existing ticketing system, including ServiceNow, Jira, Freshservice, Zendesk, and others. It manages the full ticket lifecycle on top of it: triage, ticket creation, titling, categorization, tagging, routing, and more. 

Beyond your ticketing system, Risotto connects deeply with the rest of your stack:

• Chat: Slack, Microsoft Teams 
• Knowledge sources: Confluence, SharePoint, Notion, Google Drive, Slack
• Identity and access: Okta, Microsoft Entra, Google Workspace
• MDM: Jamf, Kandji, Microsoft Intune, Iru  
• HRIS: Workday, BambooHR, Rippling, Dayforce, HiBob

You can explore the full list of integrations here.

"Risotto became the orchestration layer for Jira Service Management and gives us instant automation with AI."

– Tom Grinberg, IT Manager at Trust & Will

"Getting Risotto integrated with Jira, Slack, and Okta was so seamless and fast. Risotto is one of the easiest tools I've implemented."

‍– Jason Huey, Senior IT Systems Administrator at ThoughtSpot

"Risotto consolidated support from multiple channels into one unified, automated funnel, giving us the freedom to focus on high-value tasks."

– Kevin Vye, Senior Director of Information Security and Technology at Thinkific

Risotto’s AI Automatically Gets Smarter Over Time

The problem: Here's a scenario every IT team knows: someone on the team figures out a fix for a recurring issue, such as a quirk with how a new app handles permissions. They share it in Slack, the team moves on, and that knowledge lives in a chat thread that nobody will ever find again. 

This is the documentation gap that hurts auto-solve rates for most AI IT support tools. They can only work with what's been formally written down, and IT teams rarely have the bandwidth to keep documentation current. So the AI gets stuck in a loop — confidently serving stale answers while the real solutions are buried in Slack threads.

Risotto automatically closes that gap by monitoring approved channels and learning from how your team resolves issues in real time. When an agent walks someone through a fix in Slack, that resolution is absorbed into the AI — no manual KB updates needed.

Risotto runs every piece of incoming knowledge through validation layers that filter out incomplete conversations, contradictory information, and noise. Only clean, verified resolutions make it through.

The result: Your auto-solve rate doesn't stall after the first month. It keeps climbing as the AI accumulates institutional knowledge that would otherwise be lost.

"The killer feature for us was that it could effortlessly learn and capture knowledge that our team creates every day in Slack… With Risotto, instead of constantly writing new documentation, our team can simply answer questions, and Risotto learns as we go."

– Phillip Rickett, VP of IT at Fundrise

"The more we use Risotto, the smarter it gets, that's what makes it different from every other tool we've tried."

– Peter Hadjisavas, Head of IT at Hazel Health

"One special thing about Risotto is it's constantly improving with every question. We see it getting better and better every day."

– Jason Huey, Senior IT Systems Administrator at ThoughtSpot

Risotto Fully Deploys in Hours, Not Months

Risotto was purpose-built to automate IT tickets from the ground up. (Read our origin story.) 

Because of that, integrations with Jira and the rest of your stack come prebuilt out of the box. There's no lengthy configuration phase; most teams hit their first auto-solves within days of going live. 

Gusto was fully deployed at enterprise scale in two weeks. Shakepay went from kickoff to fully operational in under 48 hours. 

And the team guiding your onboarding has spent years working at enterprise companies like Dropbox and Gusto, so they know exactly what you're dealing with and how to get you there fast.

"The speed and simplicity of Risotto's setup was a great sign that we had made a good decision… We accomplished nearly the same configuration with Risotto in an hour that took us months with the other company."

– Phillip Rickett, VP of IT at Fundrise

"Ease of deployment was huge. We didn't need a consultant or months of configuration. Risotto just worked."

– Peter Hadjisavas, Head of IT at Hazel Health

"Risotto had the most thorough onboarding experience I've ever been a part of. Alex was great — he met with us weekly and made it very easy to quickly get up and running."

– Collin Clifford, Legal & Compliance Manager at Superhuman

"Working with the Risotto team was awesome from day one. They all have IT backgrounds and really cared about making us successful."

– Tom Grinberg, IT Manager at Trust & Will

Works Across Multiple Departments, Not Just IT
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The teams getting the most out of Risotto aren't limiting it to IT. 

Once IT experiences ticket auto-resolution benefits, the natural next question from other department heads is "Can we do the same thing?" And the answer is yes — HR, Legal, Finance, Sales Ops, Engineering, and others all deal with their own version of the repetitive-ticket problem. 

Expanding across departments also changes the math on the investment: a tool that absorbs request volume from six departments delivers a fundamentally different return than one that only helps IT.

Risotto includes unlimited departments under a single license, with automatic ticket routing to the right person and department, department-level customization for workflows and permissions, and pre-built workflows so non-technical teams can start using it from day one.

For more information on using Risotto across departments, visit our Teams page.

"Once you add in HR, our combined automation rate is even higher at 50.2%."

– Jason Huey, Senior IT Systems Administrator at ThoughtSpot

"Risotto began fielding tickets right away, and the setup across teams was incredibly low-lift. I could show colleagues how to configure their own workflows without any technical requirements."

– Victoria DiRugeris, IT Operations Manager at Hazel Health 

"The multi-department capabilities are awesome. Our engineering and RevOps teams now also want to use Risotto."

– Collin Clifford, Legal & Compliance Manager at Superhuman

"Risotto started autosolving tickets immediately. Within the first few weeks, we saw departments that had never tracked ticket requests before, like our Cloud team, asking to get on the platform and streamline their support function."

– Erik Van Dijk, Senior IT Manager at Jobber

Book a Demo Walkthrough of Risotto

Risotto auto-solves 20-60%+ of tier-1 tickets and deploys in days, not months. We built it because we lived the problem, and every existing tool we tried fell short.

To see how it works for your team, we invite you to:

• Schedule a demo call
• Read our origin story
• Explore customer success stories

2. Moveworks

Moveworks is an agentic AI assistant platform designed for enterprise-wide employee support. It was acquired by ServiceNow and is now part of the ServiceNow ecosystem. 

• AI Assistant with a reasoning engine: Offers a unified AI assistant that employees can interact with to search for information and take action across business applications. It can autonomously understand requests, plan a resolution path, execute tasks, and adapt in real time.
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• Agent Studio for custom AI agents: Provides a no-code builder where admins can create and deploy AI agents tailored to specific workflows. Their marketplace offers pre-built agents covering common use cases across IT, HR, Finance, and other departments.
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• Broad enterprise application coverage: Connects to a wide range of business systems spanning IT service management, HR platforms, procurement, finance, and more. The platform positions itself as a single entry point for employees across all departments, not just IT.
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• Omnichannel and multilingual: Supports deployment across chat platforms, web browsers, intranets, and service portals, with support for over 100 languages. Designed to meet employees in whichever channel they prefer.
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• Enterprise security and compliance: Holds certifications including ISO 27001, SOC 2, HIPAA, GDPR, and FedRAMP authorization, making it an option for organizations in highly regulated industries like healthcare, financial services, and government.
  

Note: For a more detailed comparison of how Risotto compares to Moveworks, see our article on the Best Moveworks Alternatives & Competitors.

3. Jira Service Management

Jira Service Management offers a Virtual Service Agents feature powered by Atlassian Intelligence. It can handle support requests through the JSM portal, with additional deployment options for Slack and Microsoft Teams.

• Virtual Service Agent for tier-1 requests: Uses generative AI to respond to common support questions like password resets and policy lookups by pulling answers from linked Confluence knowledge bases. It can collect required information from employees conversationally before escalating to a human when needed.
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• Intelligent triage and routing: Incoming tickets are automatically categorized and sent to the appropriate queue based on content and sentiment analysis, so higher-priority issues get flagged for urgent attention.
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• Deep Atlassian ecosystem connectivity: Ties directly into Confluence for knowledge retrieval, Jira Software for development workflows, and Opsgenie for incident management, making it a solid fit if your team is already invested in the Atlassian stack.
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• Supports deployment in Slack and Microsoft Teams: The virtual agent can also be deployed inside Slack or Teams, giving employees the option to get answers and submit requests without leaving their messaging platform. Conversations sync back to JSM automatically.
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• Requires Premium or Enterprise plan: The virtual service agent and AI features are only available on JSM's Premium or Enterprise tiers. Teams on Free or Standard plans would need to upgrade.

Note: For a deeper comparison of JSM's AI capabilities versus Risotto for automated ticket resolution, see our article on Jira Conversational Ticketing: In-Depth Look & Case Studies. 

4. Freshservice

Freshservice is Freshworks' ITSM platform featuring Freddy AI, a virtual agent that uses generative AI to handle employee support requests across Slack, Microsoft Teams, and self-service portals.

• Freddy AI Agent with generative capabilities: Handles employee questions conversationally, walking users through troubleshooting and helping them submit service requests. It maintains context across follow-up messages so employees don't need to repeat themselves.
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• Pulls from external knowledge sources: Beyond Freshservice's own knowledge base, Freddy can retrieve answers from connected sources like SharePoint, Google Drive, and Confluence, giving employees a single search layer across the organization's documentation.
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• Agent assist and skill-based routing: For tickets that do reach a human, Freddy generates suggested responses, summarizes long ticket threads, and uses skill-based routing with load balancing to assign the right agent.
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• Multilingual support across 40+ languages: Relevant for globally distributed organizations, Freddy AI supports conversations in over 40 languages across Slack, Teams, and self-service portals.
  

Note: For a more detailed comparison of how Risotto and Freshservice differ for automated ticket resolution, see our article on the Best Freshservice Alternatives.

5. Zendesk

Zendesk is widely known as a customer support platform, but it also offers an Employee Service Suite designed for internal IT and HR support. Its AI agents handle both customer-facing and internal employee requests, with tiered capabilities depending on the plan.

• Employee Service Suite with asset management: Zendesk's internal-facing product includes a service catalog for requesting hardware, software, and other resources, with IT asset management built in natively — bringing service and asset data into a single view.
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• Admin Copilot for service operations: A proactive AI assistant that provides summaries, insights, and recommendations to service admins through a conversational interface. It identifies optimization opportunities and can suggest automations based on ticket data patterns.
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• Custom Objects for flexible data modeling: Lets you add structured data like assets, locations, or work orders directly into the platform, allowing support teams to tailor Zendesk to internal workflows beyond standard ticketing.

Note: For a more detailed comparison of how Risotto and Zendesk stack up for automated ticket resolution, see our article on the Best Zendesk Alternatives.

6. Aisera

Aisera is an agentic AI platform focused on enterprise service management across IT, HR, and other departments.

• Autonomous AI agents for incident and request handling: Deploys AI agents that can manage incidents and service requests end-to-end, including intelligent triage, routing, and automated status updates. The platform supports its own LLM or integration with third-party models through its LLM Studio.
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• AIOps for proactive issue detection: Goes beyond reactive support by correlating patterns across alerts, logs, and telemetry data to identify potential outages before they impact the business. Includes root cause analysis and change management capabilities.
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• Access provisioning and identity management: Automates user onboarding, de-provisioning, account lockout resolution, and software access requests with compliance guardrails built in.
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• Unified entry point spanning multiple departments: Provides a single AI-powered interface that covers IT, HR, Facilities, and other internal functions, aiming to eliminate siloed service portals so employees have one place for any type of internal request.

Note: For more information on how Risotto compares to Aisera, see our article on the Best Aisera Alternatives.

7. Leena AI

Leena AI is an agentic AI platform that deploys pre-built autonomous agents (which it calls "AI Colleagues") across IT, HR, Finance, and Procurement. It's designed to execute multi-step workflows end-to-end rather than just responding to questions.

• Pre-built AI agents for IT help desk automation: Offers domain-specific agents that can run diagnostics, reset network settings, handle password resets, and process software access requests without human involvement.
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• Broad multi-department coverage: In addition to IT workflows, the platform covers HR operations (benefits administration, onboarding/offboarding, document management), Finance (invoice processing, AP automation), and Procurement use cases through specialized agents.
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• Orchestrator-based architecture: Uses a central orchestrator to coordinate specialized agents across domains, managing handoffs, enforcing security policies, and maintaining compliance across the full lifecycle of each request.
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• IT asset lifecycle management: Handles hardware refresh planning, tracks unreturned devices, manages stock replenishment, and automates end-of-life software cleanup with built-in alerts and escalation workflows.

8. Tray

Tray is an integration platform (iPaaS) rather than a traditional ITSM tool. If you want to build your own AI-powered support workflows by connecting the tools in your stack, Tray provides the integration layer and agent framework to do so without writing custom code.

• Merlin Agent Builder for custom AI agents: Lets you build AI agents using natural language and reusable components through a visual interface. Pre-built Agent Accelerator templates cover common use cases like ITSM, knowledge management, and support workflows.
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• Hundreds of pre-built connectors: Offers ready-to-use connectors for apps, databases, and data warehouses, plus an HTTP connector and universal API support for custom systems. You can wire together ServiceNow, Slack, Okta, HR systems, and other tools into automated workflows.
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• Enterprise governance and security controls: Centralized observability, role-based access, SSO, and audit logs across all automations and integrations. A dedicated data protection layer (Tray Guardian) adds security controls specifically designed for AI workflows.
  

Interested in Learning More About Risotto’s AI Platform for Tier-1 IT Support Deflection & Resolution? 

Risotto auto-solves 20-60%+ of tier-1 tickets and deploys in days, not months. We built it because we lived the problem, and every existing tool we tried fell short.

To see how it works for your team, we invite you to:

• Schedule a demo call
• Read our origin story
• Explore customer success stories