For businesses

Training data, delivered with proof

Every engagement runs on the Orion platform: live progress, reviewable samples, and quality you can inspect — not a black box that emails you CSVs.

What we deliver

Side-by-side response rankings with written rationales, calibrated to your policy. The core signal for reward modeling and DPO.

Absolute scoring of single responses against criteria you define with us — accuracy, helpfulness, tone, safety — for evals and reward calibration.

Multi-turn dialogue assessment with turn-level annotations, for assistants that must hold up over a whole session.

Text categorization, span labeling, and structured extraction with layered QA and measured inter-annotator agreement.

Sensitive-content evaluation by annotators trained and supported for it, under guidelines built with your trust & safety team.

A data problem that doesn't fit a template? We design the workflow, tooling, and quality checks around it.

Week 1

We translate your training goal into written guidelines, define quality bars, and select a domain-matched annotator pool.

Week 1–2

A paid pilot on real data. You review samples in the portal, we tighten the rubric, and both sides confirm the quality bar before scale.

Ongoing

Production throughput with live progress in your portal, layered QA, and a named point of contact. Data delivered in your schema.

Pilot batches scope in 48 hours.