2. Designing a QA Program That Drives Behavior Change

If traditional QA is broken, how do we fix it0:02

If traditional QA is broken, how do we fix it? What does a modern QA program look like? Wanted with capability, not fear. In this session, we'll walk through how to design a quality system that is clear, consistent, aligned with your brand values, and most importantly, actually changes behavior. Because feedback that doesn't drive change is just noise.

Let's start by redefining what a good QA program should do0:34

Let's start by redefining what a good QA program should do. It should give you a reps clarity on expectations, tone, and standards. It should reinforce your brand's voice and values. It should uncover coaching opportunities, not just errors, and it should help everyone. Raps, team leads, managers get better over time. Think of QA as a feedback and join, not just a tool to evaluate the past, but a system to improve the future.

The best programs do this through intentional design, starting with how they score, how they coach, and how they communicate. Let's unpackage.

Here is where most QA rovers go wrong1:23

Here is where most QA rovers go wrong. They focus entirely on outcomes. Did the issue get resolved? Or worse, was the process followed perfectly, but great QA systems go deeper? They look at the behaviors that lead to better experiences. For example, tone of voice. Did the reps sound like your brand? Clarity. Did the rep explain the solution in a simple, confident way, empathy, did they acknowledge the customer frustration or emotion, ownership? Did they take accountability or pass the buck?

These are the traits that drive loyalty, not jack-post compliance. One powerful framework to borrow from is the behavioral anchoring model. Instead of binary yes, no scoring, it uses a three-point or five-point scale with descriptors like missed, met expectations, exceeded. This lets you coach nuance and it celebrates excellence, not just errors.

Scoring should help someone do their job better, not just2:25

Scoring should help someone do their job better, not just help a manager report a trend. So when building your rubric task, does this category gives clear coaching direction? Is it tied to desired behaviors, not just vague language? Will the rep understand how to improve from this feedback? One quick test. If your rubric sounds like legales, simplify it.

Instead of agent adhere to company approved escalation pathways in accordance with policy 7.2, try agent chose the right path to solve the problem, confidently and quickly. That's coaching language and that's what sticks.

A modern QA program doesn't live in isolation3:15

A modern QA program doesn't live in isolation. It's connected to coaching, to team leads, and to peer learning. That's why calibration is so important. But what is calibration? It's the process of reviewing the same ticket as a group to align how you are scoring and how you are interpreting behaviors. Then write, calibration does three things. Aligns expectations between QA, team leads, and agents.

Surfaces blind spots in your rubric builds trust because reps know the system is fair and consistent. A few tips to make calibration effective. Run monthly sessions with team leads and QA analysts. Include a few reps from the frontline team to voice their perspectives. Use a share tool like a QA dashboard to show scores side by side. Ask, what would you coach here? Not just what's the score. When people across roles agree on what good looks like, your whole team leathers up.

Every brand has a voice, but how often does your QA system4:24

Every brand has a voice, but how often does your QA system actually measure whether reps are delivering in that voice? If you want support to sound like your brand, warm, witty, bold, reassuring, then your QA rubric needs to reinforce that. Some brands create a tone and voice guide for QA, worth to use, phrases to avoid, examples of own brand replies, others bake it directly into scoring. For example, rep used language that reflects our brand personality.

Message felt human, not script, tone adjusted to match customer emotion. In my own work, we define brand tone as clear, human, and approachable, especially important in a multilingual environment where tone consistency is harder to maintain. Why does this matter? Because support is your brand in real time. And QA is how you ensure it shows up right every time.

A great QA program isn't a set-it and forget-it project5:32

A great QA program isn't a set-it and forget-it project. It's a living system and it needs rhythm. Here is a simple cadence that works well. Weekly reviews, QA analysts review a set number of tickets per rep. By weekly one-on-ones, team leads used these reviews as the basis for coaching, monthly calibration, aligned across QA, team leads, and CX leadership. Quarterly QA audits review rubric, effectiveness, and adjust categories. You can even rotate categories based on business focus.

Launching a new product, other product fluency score. Focusing on empathy, weight, tone, and emotion more heavily. QA should evolve with your priorities, not remain static. At its best, QA is a mirror, not a microscope. It reflects back what's working, what's missing, and what matters. But that only happens when the system is built for growth, not punishment. So as you design or refine your QA program, ask, are we coaching people or just scoring them?

Are we reflecting our brand values or just enforcing rules? Are we helping reps feel more confident and capable? If the answer is no, it's time to rebuild. In the next video, we'll dive into how to create a culture of feedback and coaching that makes these systems sustainable and inspiring, because QA isn't just a tool. It's the heartbeat of your CX team's growth.