Real datasets, real outcomes
Delivered work described with real numbers. Client names are confidential; the results are not invented.
4.2M preference pairs for frontier LLM alignment
A frontier lab needed high-agreement preference data across reasoning, safety, and multilingual prompts, at a cadence its internal team could not staff.
Swahili & Uzbek TTS cut word error rate from 11.2% to 4.3%
A speech team's models underperformed in Swahili and Uzbek because available data was English-first and dialect-blind.
LiDAR + camera perception data for an AV program
An autonomous-driving team needed dense 3D cuboid and segmentation labels at a volume and consistency its vendor could not sustain.
Expert-annotated medical imaging for a regulated pathway
A medical-imaging team required clinician-grade annotations with auditable provenance for a regulated submission.
Multilingual financial NLP for a chatbot fallback problem
A financial institution's assistant fell back to humans too often on non-English and mixed-language queries.
Drone infrastructure-inspection dataset built in-region
A European inspection company replaced a stalled vendor pipeline that could not source or label enough real-world imagery.
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