Multilingual alignment data, evaluations, red teaming, and product internationalization — built by a team that has run 30 years of language operations across 140+ languages and 159 countries.
The big platforms scaled by collecting English. When frontier labs push into 140+ markets, the data pipeline cracks — not at the tooling layer, but at the layer of culture, idiom, and lived language. That's where we work.
Expert-written ideal responses across instructions, formats, and edge cases — the foundation layer before any RLHF.
Human preference rankings, A/B judgments, and reward signal collection across 22+ active languages with cultural calibration.
Custom rubrics, golden sets, and multi-rater scoring — designed to plug into lm-evaluation-harness or your internal harness.
Adversarial probing in target locales — jailbreaks, harmful content, cultural offense, dialect-specific attacks.
Golden trajectories, failure taxonomy, verifier rule design, and RL environment evaluation for tool-using agents.
Image, video, audio alignment, 3D / LiDAR — with multilingual subtitle, ASR alignment, and code-switching expertise.
Native-speaker recordings, transcription, emotion labeling, speaker diarization, and dialect-specific corpora.
MT post-editing, LLM output editing, MQM-graded quality reports, and TM/glossary engineering — backed by ISO 18587.
Locale resource files, RTL adaptation, on-device LQA, and AI-output localization for products shipping into 50+ markets.
Every contributor has a profile, qualifications, an IAA history, and a named reviewer. Compliant with ISO 17100 sourcing standards. No anonymous task queues, no race-to-the-bottom pricing.
Accuracy 95–99%, critical error < 1%, inter-annotator agreement Kappa > 0.8, 5–10% senior-reviewer sampling. Every batch ships with a verifiable QA manifest.
Data stays in your cloud region; we don't keep master copies. Five-layer verification covers architecture, lifecycle, audit evidence, retention, and contributor identity. SOC 2 Type II in audit.
*Also ranked in 2025: Slator LSPI #24 global · Nimdzi 100 #48 global
We're a US-incorporated independent legal entity built for frontier-AI procurement standards. Data residency stays in your region. We never retain a master copy. Every operational action maps to evidence you can independently verify.