Workflows
Quality assurance coaching: what the records show and why AI teams value them
Short answer
Quality assurance coaching leaves a trail in QA and contact center tools: each step, decision and result. AI companies building agents value these records because they show how real work gets done from start to finish. With personal and confidential details removed and your approval, they can be licensed.
How the work usually happens#
- Interactions are sampled
- Reviewers score them
- Coaches give feedback
- Agents improve
Records it leaves behind#
- Scorecards
- Reviewer notes
- Coaching records
Removed before anything is shared#
- Agent and customer identities
- Recordings without consent
- Names, emails and phone numbers
- Account and payment numbers
Why AI teams value it#
- Shows the full path from request to result, not just the final answer
- Captures judgment calls and handoffs between people
- Years of history show many variations of the same task