Oxyzen AI data infrastructure powering reliable AI agents.
Data Infrastructure
Powering
Reliable AI Agents
We extract, structure, and encode expert human judgment into AI models by pioneering a training methodology based on real world complexity - bridging the gap between demo and production in high stakes domains
Abundant Expertise
AI has mastered conversation — answering questions, writing code, passing every exam ever written. But professional work is not about answers. It is about the journey to them. A radiologist reasons toward a diagnosis. A portfolio manager reads signals built from years of practice no textbook ever captured.
That knowledge was never written down. It cannot be scraped or synthesised. It lives in how experts think — and every model ever trained has learned what professionals conclude, never how they got there. That is a training data problem. And it is why even the most capable agents remain impressive in demos and unreliable in production.
Oxyzen was built to solve it — pioneering a training methodology built for real world complexity, capturing expert reasoning, full decision trajectories, and real world tool use. The result is models powering AI agents that perform in production, unlocking real economic value in high-stakes domains.
Building The Core
Infrastructure for AI
From expert training data to structured evaluation, verification, and continuous production monitoring - everything your AI needs to go from capable to reliable, across disciplines, modalities, and languages.
Expert Training Data
SFT demonstrations and RLHF preference data written by domain specialists. Your model learns to reason like a practitioner - not just predict the next token.
Evaluation & Red Teaming
Structured assessment and adversarial testing by experts who know the domain. What failed, why, and what to prioritise next.
RL Environments & Verification
Simulation environments where agents learn by doing. Verifiers and rubrics that define what good looks like. Task curricula that build capability progressively.
Production Monitoring
Continuous review by domain experts. Every failure caught, root-caused, and fed back into training. AI that improves in deployment - not degrades.
Multimodal & Multilingual
Text, code, vision, audio, egocentric video. Across languages, scripts, and cultural contexts. Expertise applied wherever your AI operates.
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Human Intelligence
The best models aren't trained on the internet alone. They are shaped by the world's top experts across domains. Oxyzen brings them together - tested on real tasks, proven in their field - structuring their knowledge into every layer of your AI training cycle.
Focused On
High-Stakes Domains
We specialise in high-consequence fields - where a wrong answer means a misdiagnosis, a compliance failure, a liability,a security vulnerability, or a physical accident.
Coding - AI That Ships
Healthcare - AI That Diagnoses
Finance - AI That Forecasts
Legal - AI That Reasons