The Business Challenge
The business situation the organisation faced before the project began.
Quality Analysts and trainers relied on rapidly evolving documentation spread across multiple sources. This created information fragmentation, inconsistent interpretations of evaluation criteria, slower onboarding, and reduced calibration alignment.
How the Solution Was Delivered
Discovery, design, development, testing and rollout — the journey, not the tooling.
- 1Identified recurring calibration inconsistencies and information-access challenges
- 2Reviewed existing documentation, training materials, and operational workflows
- 3Mapped and consolidated fragmented guidelines, examples, and onboarding resources
- 4Designed the structure and navigation for a centralized knowledge hub
- 5Built and deployed the web-based platform
- 6Migrated training materials, documentation, and reference examples into a single repository
- 7Maintained and updated the platform as project requirements evolved
Business Outcomes & Impact
The measurable outcomes recorded on this AI Case Study — with the story behind them.
The story behind the numbers
Contributed to calibration alignment improving from approximately 70% to 90% across 26 Quality Analysts within one month.
Reduced information fragmentation by consolidating training materials, evaluation guidelines, examples, and onboarding resources into a centralized platform.
Improved accessibility of operational knowledge for distributed AI evaluation teams.
Created a scalable reference system that supported onboarding, calibration, and ongoing evaluation workflows.
Lessons Learned
What surprised the team, what worked well, and what would be done differently.
- Operational consistency often depends more on information accessibility than technical complexity.
- Centralized knowledge management can significantly improve alignment across distributed teams.
- Small process improvements can have outsized effects on quality outcomes.
- Documentation systems are most effective when they evolve alongside operational workflows.
- Reducing ambiguity is often one of the highest-leverage ways to improve team performance.