Competitor Analysis
Next, to benchmark AutoQA and gather inspiration, I analyzed specialized quality assurance platforms like Kaizo, Klaus and Maestro, studying their interfaces, workflows, and design choices to identify best practices. I was particularly interested in how they approached configuration, scoring, and integrations. Key insights:

AI-driven scoring
Some platforms integrated AI to suggest evaluation responses, reducing manual effort and evaluation time.

Platform terminology
Most platforms had adopted industry-standard terminology to help users understand features more intuitively.
Ideation & Wireframing
With the research insights in mind, I began to map out potential user journeys on FigJam, ensuring each touchpoint was optimized for ease and efficiency.

Journey flow of the core users of the platform

Configurations
The design process began with rethinking the most challenging aspect — scorecard setup. I explored multiple layouts and workflows to make the setup process seamless. My goal was to move away from the cramped side overlay format in the current platform and define an easier setup workflow for administrators.
Wireframes of the configuration page of a scorecard
After several iterations, I finalized a wireframe structure with segmented tabs that organized complex configurations into manageable sections. This structure significantly reduced cognitive overload. To further ease the setup process, I added the option for administrators to build scorecards by using pre-configured templates or uploading their evaluation policy documents.

Scoring
Scoring was the next focus area. To enhance the evaluator's experience, I introduced a Conversations workspace that allowed evaluators to score support interactions and access reports of previously scored tickets within a unified interface, eliminating the need to switch between separate modules. To keep the evaluator engaged, I converted the form-filling process of evaluation into a question-by-question journey with the score and the progress bar filling up as they moved through the journey.
Now, to enhance the evaluator's experience and make the tedious evaluation process more engaging, I ditched the traditional form-filling method of filling a scorecard and adopted a question-by-question journey. As evaluators progressed through the scorecard, the score and the progress bar dynamically updated, providing a sense of accomplishment and continuity throughout the task.
Wireframes of the conversations space and the scoring process
While scoring the support interactions, evaluators could reference the conversation transcript to manually evaluate the interaction and use AI-powered suggestions whenever needed. AI-powered suggestions provided assistance for evaluators, allowing them to shift their focus on decision making rather than manual scoring. The scored conversations are then sent to the agent for review. The agent can view an informative scorecard report of their conversation and choose to either accept or rebut the score.

Coaching
The coaching module was another critical addition. I designed a space where administrators could upload training materials, create assessments, and set automated criteria for assigning coaching resources to agents based on evaluation results. This feature closed the loop between evaluation and actionable feedback and ensured that QA evaluations had a lasting impact.

Dashboards
Once the foundation for the core modules was established, I turned my attention to the dashboards. By using data and insights from active users, I designed role-specific dashboards to give everyone a clear view of performance metrics. Agents and evaluators could track their own performance, while managers and leaders could monitor the system's effectiveness to ensure everything runs smoothly.
Style Guide
Drawing inspiration from leading design systems, I created a consistent, accessible style guide with structured typography, color palettes, and interaction patterns. Features like dark mode, adjustable text sizes, and high-contrast themes were also included to ensure inclusivity across the platform.