Auto QA, short for automated quality assurance, is the practice of scoring customer service conversations against a quality scorecard automatically, using software instead of a human reviewer. It replaces manual sampling, where a team reads a small percentage of tickets by hand, with automated scoring that can cover every conversation.
In short
- Auto QA scores conversations automatically against your own scorecard, rather than a reviewer reading them by hand.
- It can cover 100% of interactions instead of the 2% to 5% a manual team samples.
- It removes the review queue, so quality assurance runs continuously rather than in scheduled cycles.
- The strongest implementations link every score to the evidence in the conversation, so results can be trusted and challenged.
- Auto QA turns quality data into coaching, freeing team leads to coach instead of grade.
How auto QA works
Auto QA connects to the helpdesk or CRM where your conversations already live, then applies your quality scorecard to each interaction automatically. Instead of a manager pulling a sample each week, the software evaluates conversations as they close. Because it reads the full transcript, it can judge tone, resolution, process adherence and more against the criteria you define.
Auto QA vs manual QA
Manual QA is limited by how many tickets a person can realistically read, which is why most teams sample only a few percent. Auto QA removes that ceiling.
| Dimension | Manual QA | Auto QA |
|---|---|---|
| Coverage | A 2% to 5% sample | Up to 100% of conversations |
| Effort | Ongoing reviewer time | Runs automatically |
| Consistency | Varies by reviewer | One scorecard, applied the same way |
| Speed | Per review cycle | Continuous |
Why teams move to auto QA
Sampling means most customer conversations are never reviewed, so problems and coaching moments are missed. Auto QA closes that gap. At UiPath, automating quality assurance with Kaizo reached 100% of QA automated and 200% ROI, with quality scores rising every quarter, because the team stopped spending its week grading and started acting on complete data.
Frequently asked questions
Is auto QA the same as agentic QA?
Agentic QA is a type of auto QA where the scoring is done by autonomous AI agents that run continuously without a human triggering each cycle. Auto QA is the broader term that also includes rules-based automation.
Does auto QA work with my helpdesk?
Auto QA reads conversations from the systems you already run. Kaizo integrates natively with Zendesk and Salesforce, so it scores conversations straight from your CRM.
Can auto QA score 100% of conversations?
Yes. Because it is automated, it is not bounded by reviewer time, so it can score every conversation rather than a small manual sample.
Related terms
See auto QA on your own conversations
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