YOUR ENTERPRISE LLM

Use your own AI models that know your enterprise.

Zai Node builds private, standalone, enterprise LLMs with your institutional knowledge. Your data, your model, your AI.

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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.

  • 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 data in your own AI model

  • 1. Your data

    Structured, unstructured, taxonomies, locations, interdependencies.

  • 2. Data prep

    Ingesting, curating, cleaning, conditioning and optimising your data.

  • 3. Model selection & training

    Choose from >20 underlying models depending on dataset, risk policies, key requirements, budget etc. Pre-train selected model/s.

  • 4. Model optimisation

    Fine-tuning, testing, preferences, reinforced learning.

  • 5. Assessment, testing

    Test and evaluate against KPIs, detect abnormalities and drifting.

  • 6. Your own enterprise, custom AI model

    Fully operational by your teams that is domain aligned, measured and continuously learning.

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.

    • 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.

    • 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.

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.

build your own Ai model

ZAI NODE’S APPROACH

Use the best public models, in private

We choose the most suitable AI model for the task, quickly accessing new models when they are released.

Our model library

Browse our extensive library of open models, all of which are fully prepared and deployed in seconds. Our library is updated within 24 hours of public release.

    • 3 235B SGLang H100

    • 3 4B TRTLLM H100

    • 3 32B TRTLLM H100

    • 2.5 32B Coder Instruct H100

    • 2.5 14B Instruct TRTLLM H100

    • 2.5 7B Math Instruct TRTLLM H100 MIH+G 40GB

    • 2.5 32B QwQ TRTLLM H100

    • 2.5 72B Instruct TRTLLM H100

    • 2.5 72B Math Instruct TRTLLM H100

    • 2.5 14B Coder Instruct H100

    • 4 Maverick VLLM B200

    • 4 Scout VLLM H100

    • 3.3 70B Instruct H100

    • 3.1 8B Instruct TRTLLM H100

    • 3.1 405B Instruct H100

    • 3.2 11B Vision Instruct A100

    • 3.1 70B Instruct Vision H100

    • 8×7B Instruct TRTLLM H100

    • 8×22B H100

    • 7B Instruct TRTLLM H100 MIG 40GB

    • Pixtral 12B VLLM H100

    • Mini 3B 2507 H100 MIG 40GB

    • Small 24B 2507 H100

    • Small 3.1 VLLM H100

    • Large 3

    • K2 V2

    • K2.5

    • R1 Zero SGLANG H200

    • Prover V2 671B SGLANG

    • 3 27B IT VLLM H100

    • Mini Instruct 128K 3.5 VLLM A10G

    • Mini Instruct 128K 3 128K T4

    • Mini 4K Instruct 3 T4

    • GLM-4.5