Service · 10
Synthetic at scale, human at the loop.
Hybrid pipelines that combine LLM-generated data with expert verification for cost-efficient quality.
Ready in days, not weeksProvenance on every datapointvraify / pipeline
What we deliver
Spec, deliver, verify. Every engagement scoped with your post-training team.
Services
+Human verification of LLM-generated training data
+Synthetic-real hybrid pipeline curation
+Quality filtering of synthetic outputs
+Diversity scoring
+Prompt rephrasing and diversification
+Edge-case generation
+Counterexample creation
+Style/tone variation
+Dataset deduplication
+Toxicity filtering
+Contamination detection
Next step
Optimize your data pipeline.
Cut spend without sacrificing quality. We'll show you where the gains are.