In the current debate about data annotation for high-stakes AI—whether in healthcare, autonomous vehicles, or legal tech—there’s a growing recognition that only domain experts can deliver the accuracy and reliability required. Generalist annotators often miss subtle artifacts, jurisdictional nuances, or rare but critical scenarios. Expert-annotated data has been shown to deliver up to 28% higher accuracy and 85% fewer real-world errors.