Services

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Leverage a vetted network of 10,000+ law-trained professionals specifically matched to complex training needs.

Logical Argument Analysis: Experts trained to identify critical fallacies and dissect complex reasoning.

Precision in Nuance: Have mastered linguistic ambiguity essential for sophisticated model alignment.

Systemic Rubric Rigor: Apply multi-dimensional legal frameworks that mirror the most rigorous AI training guidelines.

Edge Case Identification: Isolate boundary conditions and exceptions where standard generalist rules fail.

Defensible Judgment: Back every training decision with sound reasoning and verifiable evidence.

Areas of Practice


Specialized Data Generation

Creating high-quality, instruction-following datasets for fine-tuning specialized models. We generate data that is not only high-quality but also legally accurate and defensible.

Expert-Led Data Annotation

High-quality labeling for complex datasets in legal, financial, and regulated domains. Our attorneys understand nuances and technicalities that generalists overlook.


RLHF

Reinforcement Learning from Human Feedback to align models with human values and safety protocols. Legal training provides the core skills needed for RLHF: judgment, ethics, and precision.


Model Evaluation & Red Teaming

Rigorous testing to identify vulnerabilities, biases, and logical fallacies in AI responses. Our experts are trained to probe for weaknesses in reasoning and adherence to complex guidelines.


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Contact Us

ManagedData is a high-trust, expert-led provider for organizations that cannot afford to have generalists training their critical models. Whether you are a frontier AI lab or an enterprise in a regulated sector, we provide the human intelligence you need to build the future of trusted AI.

Partner with us for:

  • Wholesale Workforce Solutions: White-label or wholesale expert labor to meet your clients' highest quality demands.

  • Real-Time Scalability: Scale teams from 5 to 500+ in hours to meet urgent deadlines without friction.