6-dimension scoring (1–5 scale per dimension)
4-point pairwise comparison with written rationale
Factual errors, fabricated citations, unsupported claims
Harmful content, bias, and privacy violation flagging
Adversarial testing to find model vulnerabilities
Dialog flow, coherence, and helpfulness assessment
Bounding boxes, polygon segmentation, keypoint detection
NER, sentiment analysis, intent classification, categorization
Transcription, speaker diarization, event tagging
Cross-validation, consistency checks, edge case flagging
We learn your data, models, and annotation needs
Fixed-scope project, clear deliverables and quality benchmarks
Team aligned to your guidelines before production begins
Labeled data with IAA metrics and Batch Certificate
Expand to production volume with your dedicated annotator team
