Preference ranking
Side-by-side comparisons with written rationale.
Enterprise data, learning & localization services — delivered across 40+ languages.
Expert raters producing the comparison and safety data that shapes model behaviour.

Side-by-side comparisons with written rationale.
Adversarial probing across safety categories.
Prompt and response pairs from domain experts.
Rubric scoring for helpfulness and grounding.
Native raters for non-English behaviour.
Harm and quality taxonomies you can defend.
Quality dimensions defined together.
Raters qualified on seeded tasks.
Batched data with agreement scoring.
Findings summarised for your team.

LLM Services delivered by a named team

Share your volumes and timelines to get a documented pilot plan before committing to scale.