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Each model release multiplies preference, evaluation and red-team data demand across more languages. Holding reviewer calibration and consistency across in-house and external sources — while documenting it for regulation — is the binding operation.
Agreement decays as rubrics evolve release to release across a growing rater pool.
In-house annotators, vendors and contractors produce eval data with no shared calibration.
GPAI systemic-risk and training-data documentation obligations you cannot reconstruct later.
Pairwise and ranked preference data from calibrated raters.
Instruction-following, quality and policy evals at scale.
Adversarial and harmful-content evaluation by vetted specialists.
Native-speaker reviewer pools across dozens of languages.
Rubric-based review of agent trajectories and code.
Methodology and decision records for systemic-risk reporting.
Targets we govern to and report on every program; engagement results are shared under NDA.
DS Orchestrator keeps your alignment signal calibrated across in-house and vendor raters, and documents it for regulation.
Bring one RLHF or eval workflow where agreement drifts or documentation is thin. We will calibrate it and show you the signal and the trail.
