YOUR CUSTOM AI MODEL

Your expertise, your data, your custom AI model … all in your control

Zai Node builds and trains private, standalone, enterprise AI models with your deep institutional knowledge. Your data, your model, your AI, your competitve advantage.

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Why have your own custom, enterprise AI model?

Purpose built private AI

Structured pipelines that integrate your proprietary datasets, policies, rules and decision frameworks, all with a weighted model.
Continuous training

Train your model across the full lifecycle, from pre-training and synthetic data generation to post-training with continuous learning.
Secure, auditable evaluation

Rigorous evaluation frameworks tailored to enterprise KPIs. Know everything in/out of your AI, including reasoning, not just references.
Security & compliance

Strict data isolation, controlled training pipelines so nothing leaves your control.
Compute flexibility

Deployed in the environment that suits your budget and risk profile … existing cloud, on prem or our infrastructure.

Your custom SOTA AI

Model selection & training

Choose from >20 underlying models depending on dataset, risk policies, key requirements, budget etc. Pre-train selected model/s for specialised functions such as health, trading, finance, manufacturing.
Your data, your model

Zai Node jointly builds AI centers of excellence within enterprises, fostering long-term independence, autonomy and expertise. You own the IP in the models.
Tailored for you and run by you

Turn your proprietary data into a domain‑fluent LLM which is trained and tuned to behave exactly as needed on your most important projects.
Highest possible privacy and control

Privacy controls, versioned checkpoints, drift alerts and full reasoning explainability keep models accurate and always audit‑ready.
Flexible deployment and training

Run and train anywhere including on‑prem, public or private cloud, or fully on‑device, optimised for your infrastructure.

An AI model that works solely for you

- Domain learning at massive scale: we’re experts at processing and training on large volumes of unstructured enterprise data to digitise your language, roles and concepts.
- Model architectures: support for advanced architectures including to balance performance, cost, specialisation, and efficiency.
- Multi-modal application: text, handwriting, image, audio.
- Align AI model behavior from human feedback and human-computer interactions (HCI) to maintain consistency and efficiency, and seek AI improvements.
- Supervised fine-tuning to encode standards and preferences.
- Ensure correct-weight specialised models beign used to avoid heavyweight retraining.
- Ingest and analyse all enterprise structured and unstructured data.
- Generate training samples tailored to your workflows and terminology.
- Create unusual scenarios that don’t appear frequently in real data but could be important.
- Produce synthetic, compliance-aware data to reinforce governance and reduce inappropriate outputs.
- Analyse model quality against enterprise outcomes/KPIs.
- Find performance issues when data, prompts or model versions change.
- Monitor behavioural drift over time as domains, policies, models and usage evolve.
- Shape cognition with human and synthetic feedback.
- Everything is tracked: model versions, datasets, data processed, training and configs.
- Full traceability and auditability. Reproduce outputs with a clear audit trail of what changed and why.
- Ability to revert to prior versions when regressions or policy changes occur.
- Role and policy based conditioning to constrain reasoning to defined parameters.
- Serve custom models with low-latency, high-throughput inference optimised for enterprise-scale workloads.
- Engineered enforced governance and safety constraints at inference so outputs consistently adhere to internal standards and controls.
Flexible compute with the ability to run inference across private cloud, on-prem or Zai Node’s compute with control over data residency and infrastructure.
- Quantisation, trimming and compressing models without sacrificing performance.
- Orchestration that pushes throughput to the limits of hardware.
- Caching and scheduling frameworks ensure predictable latency across distributed clusters.

Your custom AI model for your most important data

Engineering documentation

Zai Node trains models on your proprietary engineering documentation, standards, rules, vocabulary and decision frameworks so they understand your terminology, constraints and workflows. Ideal for tendering, project management and project delivery to improve operational speed, reduce task specific labour, protect your data, and deliver better employee and client satisfaction. Applicable to any enterprise-wide or functional documentation and data.
Quant trading

Zai Node can create and train models on your proprietary historical data (including unstructured data), research, and trades to generate new strategies. We think of this as a digital twin of a trader’s balance sheet, looking for probabilities, trends, anomalies and opportunities, all with human oversight but without human bias or downtime.
Quant research and development

Using 40+ years of oil and gas exploration and extraction data, Zai Node has trained and customised public AI models on proprietary signals, research archives, and real data to generate new hypotheses, signal variations and structured R&D plans for systematic exploration and new well feasibility.
Security and risk

Detect and prioritise red flags, problems, breaches and attacks (cyber, equipment and physical) by training on your environment’s telemetry, including alerts, identity events, logs and past incidents. Generate investigation paths and response recommendations that follow your security policies.