Auto QA (automated quality assurance) uses software to score customer service conversations against a quality scorecard, covering every conversation instead of a hand-read sample. For choosing, rolling out and trusting it, see the complete guide to automated quality assurance.
In short
- It applies your own scorecard to each conversation as it closes.
- Quality runs continuously instead of in scheduled review cycles.
- Evidence-linked scores can be trusted and challenged.
- Team leads spend their time coaching instead of grading.
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.
