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Conversational AI & LLMs

The Data Behind Models That Think, Reason, and Stay Safe

The next frontier of AI capability is determined at the data layer. Nextura is the annotation partner for frontier AI labs building the next generation of large language models — from pre-training corpora to RLHF to red-team safety.

What we deliver here.

RLHF & Preference Data

Human preference ranking, comparison pairs, and reward signal datasets annotated by domain experts — coders, lawyers, doctors and scientists.

Instruction Tuning

Instruction-response pair creation, chain-of-thought annotation, and reasoning trace labeling across math, code, science, and general domains in 30+ languages.

Red-Teaming & Safety

Adversarial prompt engineering, jailbreak taxonomy coverage, harm classification, and safety classifier training data — pre-deployment, not post-incident.

Agentic AI Annotation

Trajectory-level preference annotation, tool-use labeling, and multi-turn reasoning trace evaluation for AI agent and orchestration model training.

Multilingual LLM Data

Native-speaker instruction tuning data across 30+ languages — culturally authentic, register-aware, and validated by dialect specialists, not translation layers.

Synthetic Data

Human-in-the-loop synthetic data generation, statistically faithful to real-world distributions while remaining privacy-safe and regulator-cleared.

Results that survive production.

47M
Multilingual Tokens Generated
30+
Languages for LLM Training
99.1%
Safety Classifier Precision
4.8M
CoT Traces Annotated
Data Types We Handle
RLHF PairsInstruction TuningRed-TeamingAgentic TrajectoriesCoT AnnotationMultilingual Pre-TrainingSynthetic CorporaSafety Classifier Data
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Ready to ship Conversational AI & LLMs AI that earns its place in production?

Tell us your model, your data gaps, and your deadline. We'll scope a pilot dataset that proves Nextura's quality before you commit to scale.

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