Apply the approach to your context.
We start with your audience, current process and quality requirements. A focused scope makes it easier to review the work before expanding.
Annotation QA Project
An illustrative pilot showing guidelines, review and disagreement resolution.
Illustrative workflowDEMO / ILLUSTRATIVE EXAMPLE — This page demonstrates a possible engagement. It is not a completed client project and contains no invented performance results.
The challenge
A clear problem to solve.
Ambiguous labeling instructions create inconsistent examples.
The approach
Research into action.
- Write a draft label schema.
- Calibrate annotators on a small synthetic batch.
- Review disagreement and revise the guidelines.
Delivery
Work your team can use.
- Example guidelines
- Synthetic annotated batch
- QA checklist
Your next stage starts hereBuild a growth system
Build a growth system
that works smarter.
Start with one business challenge.
We will map the smallest practical next step.