We show our methodology upfront. No black-box annotation. Before a single label is placed, clients receive our annotation guidelines, calibration results, and QA methodology in writing. You’ll know exactly how your data is being handled.

We prove quality before asking for commitment. Every engagement starts with a fixed-scope pilot – typically 200-500 items – so you can validate our quality against your benchmarks before scaling. No long-term contracts, no minimum volumes. Just data you can trust.

Dedicated annotators who know your data, not anonymous workers on rotation. We don’t route your tasks to anonymous marketplace workers. Our annotators are trained specifically on your schema, kept consistent project-to-project, and tracked individually by quality metrics. Consistency is a feature, not an accident.”