RLHF & Human Feedback Operations
Modern AI alignment depends on high-quality human feedback systems.
We provide managed human feedback operations for frontier AI teams building aligned language models and AI systems.
Human-in-the-loop feedback pipeline
Model Output
Receive AI-generated responses for human evaluation
Side-by-Side Review
Evaluators compare multiple response variants
Preference Scoring
Human ranking based on quality criteria
Training Signal
Structured feedback for reward model training
Human Feedback Services
End-to-end RLHF infrastructure
Preference Ranking
Human evaluators rank model outputs by quality, helpfulness, accuracy, and alignment with user intent.
Supervised Fine-Tuning Support
High-quality demonstration data creation for SFT stages of model training.
Alignment Evaluation
Assessment of model behavior against safety guidelines, constitutional principles, and ethical standards.
Reviewer Calibration
Systematic training and calibration of human evaluators using benchmark tasks and scoring frameworks.
Continuous QA
Ongoing quality assurance monitoring with consensus scoring, audits, and performance tracking.
Custom Rubrics
Development of evaluation criteria tailored to your model objectives and use cases.