Human expertise for production AI

MetaAnalysis transforms domain expertise intotrustworthy AI systems

MetaAnalysis helps enterprise teams run high-quality data operations, RLHF programs, model evaluation, and expert staffing in high-stakes domains.

1,200+

Verified experts

96.8%

Avg quality score

$125/hr

Average rate

320+

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Experts

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Enterprises

What we deliver

Outcome-focused delivery services for teams building production AI systems.

Data Collection and Annotation

Structured data operations for text, image, audio, and multimodal pipelines with managed QA.

  • Domain-trained contributors
  • Policy-driven quality gates
  • Audit-ready delivery logs

RLHF and Model Evaluation

Preference data, red-teaming, benchmark runs, and evaluation operations for model releases.

  • Prompt-response grading
  • Safety and behavior evaluation
  • Recurring eval cycles

Expert Staffing for AI Programs

On-demand AI and domain experts for short projects, recurring workflows, and managed pods.

  • Fast shortlist turnaround
  • Flexible engagement modes
  • Escrow-backed approvals

Managed Delivery Operations

Centralized execution controls for throughput, quality, and SLA adherence across programs.

  • Single operating layer
  • Performance reporting
  • Issue escalation workflows

Domains

Where we work

Specialist delivery playbooks for regulated and high-context AI programs.

Healthcare and Life Sciences

Clinical annotation, coding, and review workflows.

Financial Services

Risk labeling, document intelligence, and QA operations.

Conversational AI

Intent, entity, and dialogue quality workflows.

Physical AI

Multimodal annotation and evaluation loops for embodied systems.

Results

Selected outcomes

See more case studies
NLP / RLHF

RLHF Quality Lift for Assistant Model

+34% acceptance rate

Expert-reviewed preference sets improved acceptance against baseline crowd workflows.

Computer Vision

Faster Turnaround for Vision Labeling

41% faster delivery

Managed reviewer rings reduced rework and improved throughput for weekly releases.

Finance

Higher Trust in Financial Reasoning Tasks

2.1x lower defect rate

Credential-gated specialists improved consistency for compliance-sensitive output.

Ready to improve your next model release?

Tell us your domain, target quality bar, and timeline. We will propose the right delivery model.