Performance & KPI Design

Product Experimentation Framework

Client: B2B SaaS platform

Situation

Teams lacked a structured experimentation process and consistent measurement methodology for product changes.

Task

Create a framework for reliable product testing and data-driven decision-making.

Action

Built an experimentation framework with standardized metrics, statistical rigor, and controlled rollout processes to enable teams to test product changes with confidence.

Results

• Improved experiment velocity and decision clarity
• Standardized measurement for product changes
• Established KPI-driven decision workflows across product teams