Our approach

Built around your model, data, and acceptance criteria.

We design multimodal datasets around the behavior your model must learn: grounded visual reasoning, long-form video understanding, speech and audio interpretation, or reliable extraction from complex documents. Each engagement starts with representative inputs, target outputs, edge cases, and a measurable acceptance rubric.

Vraify combines trained annotators with specialist review for charts, diagrams, technical documents, domain imagery, and multilingual media. Calibration rounds, provenance tracking, and layered quality checks help your team trace every label, explanation, and correction from source asset to final delivery.

What we deliver

Spec, deliver, verify. Every engagement scoped with your post-training team.

Services

+Image-text reasoning pairs
+Video understanding annotation
+Audio transcription + reasoning
+Document / PDF understanding (charts, tables, layouts)
+OCR + reasoning data
+Diagram and whiteboard interpretation
+Voice agent evaluation
Next step

Discuss multimodal needs.

Tell us what your model sees, hears, and reads.