AutoQA: AI Quality Assurance for Every Customer Conversation

Always-on monitoring and quality assurance for 100% of AI and human agent conversations. Define your standards, catch issues in real time, and scale QA without scaling headcount.

By , CEO & Co-founder, IrisAgent · Last updated September 27, 2026


 ·  Last updated:
AutoQA dashboard monitoring AI and human agent conversations

Customer service quality assurance software for AI and human support

IrisAgent AutoQA is customer service quality assurance software that reviews and scores support conversations against your team's quality rules. Apply the same standards to AI and human agents, with rules written in plain English for tone, process adherence, escalation and resolution quality.

Trusted by Fortune 500 companies and serving 1M+ tickets a month



Monitor 100% of Conversations, Not Just a Sample

Traditional QA reviews a fraction of conversations. AutoQA evaluates every single one, AI and human, in real time. Surface compliance risks, sentiment issues, and resolution failures the instant they occur, without any manual overhead.
Monitor 100% of Conversations, Not Just a Sample
Write Your QA Rules the Way You Think

Write Your QA Rules the Way You Think

Describe the standard you want to check in plain English, such as verifying identity before account changes or offering a follow-up before closing. Group each rule by category and set its severity to Critical, Warning or Info. Active rules apply to new conversations, so your quality checks reflect the standards you define.

See the score and the rule-level evidence

Each reviewed conversation receives a QA score from 0 to 5. Open a review to see which evaluated rules passed or failed, explanations for failed rules, and highlighted conversation messages that triggered a violation. Filter reviews by result, rule or severity to focus on the cases your team needs to examine.

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Catch Issues Before They Escalate

Get real-time alerts the moment a conversation falls below your quality threshold. Whether it's a compliance violation, negative sentiment spike, or a missed SLA, AutoQA notifies you instantly so you can intervene before small issues become big problems.
Catch Issues Before They Escalate
Every Conversation Becomes an Improvement

Every Conversation Becomes an Improvement

AutoQA doesn't just flag problems. It tells you how to fix them. It continuously reviews unresolved conversations, identifies content gaps and workflow bottlenecks, and surfaces prioritized recommendations you can apply to improve your AI agent's resolution rate.

Why 100% QA Coverage Matters

Industry benchmarks put manual quality monitoring in contact centers at roughly 2% to 5% of interactions. We broke down what that sampling gap costs in why sampling 5% of conversations is costing you customers: at 50,000 tickets a month, reviewing 5% leaves more than 47,500 conversations unreviewed, so quality and compliance risks surface only after a customer escalates.

That gap widens once AI agents enter the mix. An AI agent can resolve thousands of conversations a day, and a 3% sample tells you almost nothing about the edge cases where it answered wrongly. AutoQA scores every conversation against your own criteria, so detection no longer depends on which tickets a reviewer happened to pull. Pre-launch checks catch a different class of failure, covered in our guide on how to test an AI agent before it goes live. After launch, conversation scoring works best next to request-level traces, which we cover in AI agent observability in production.

Support teams running IrisAgent report results across deflection, handle time, and resolution rates in our customer success stories. Learn more about the IrisAgent team building these capabilities.

"Working with IrisAgent feels like a true partnership. Their team listens and adapts with us every step of the way. The IrisAgent partnership continues to be a key enabler in our journey to modernize and scale customer support at Dropbox—with AI at the core. Our focus is clear: empower our support agents to do their best work and ensure our customers get the help they need—quickly, accurately, and at scale."

160K
mins saved in H1
2 min
reduction in AHT
Maria McSweeney

Maria McSweeney

Head of Global Support & Board of Directors

Transform your CX
operations
60%+
auto-resolved
10x
faster responses
$2.4M+
customer savings
95%
accuracy rate

Any questions?

We got you.

Works with tools
you already use
Works with tools
you already use

Scoring every conversation starts with capturing it. See how call monitoring softwarerecords, transcribes, and scores calls so QA reviews 100% of them instead of a 2% sample.