Case Studies

Programs we've delivered.

Anonymized snapshots of real data programs — the challenge, the pipeline, the quality controls, and the measured outcome.

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4
Programs documented: 100%
Client-anonymized & confidentiality-safe

Foundation ModelsFrontier Alignment

Scaling Expert Reasoning Data for Frontier Model Alignment

Expert reasoning and preference data for domain-specific model alignment — 40+ qualified SMEs producing calibrated CoT and preference labels across STEM and finance.

40+
Qualified domain experts: 92%
Inter-annotator agreement at steady state

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Enterprise AIAgentic AI Data

Policy-Driven Task Environments for Enterprise Agent Evaluation

Policy-driven task environments and failure taxonomies for enterprise agents — executable evaluation suites covering tool use, recovery behavior, and escalation accuracy.

120
Executable evaluation environments: 14
Failure modes in final taxonomy: 3×
Faster regression cycles after delivery

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Foundation ModelsMultimodal AI Data

A Production Multimodal Pipeline for Document and Video Understanding

Image, video, document, and text annotations for multimodal model training and evaluation — one calibrated pipeline across four modalities with cross-modal QA.

4
Modalities in one pipeline: 250k+
Annotations delivered: 99.1%
Acceptance rate at final QA

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RoboticsPhysical AI & Robotics Data

Synchronized Multi-Sensor Episodes for Embodied AI Training

Synchronized sensor data workflows for embodied AI training and validation — teleoperation episodes with RGB-D, force, and kinematics aligned to a common clock.

5,000+
Validated demonstration episodes: 9
Synchronized sensor streams

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