Name the open-weight model and the hardware you want — we build it, tune it and benchmark it on your own data. Prefer to start from a recommendation? The worked examples below are ours. Either way it runs under a managed contract, on your premises or in an ASG data centre.
These four are combinations we have already licence-reviewed, tuned and benchmarked, so we can show you real specifications rather than a brochure. They are starting points — bring your own model, your own hardware preference, or a workload none of these fit, and we will design and tune for that instead.
Most vendors treat compliance as a badge on a website. We treat it as a monthly deliverable with a named owner. First, where your equipment physically sits and what that makes us legally. Then the mechanism behind each claim — every one maps to a numbered step in a published runbook, so your auditor can trace it.
Dedicated CPU, GPU, memory, system disk, data disk, keys, logs and admin rights per customer. The only things shared are our tooling and processes.
No implicit trust from network position or asset ownership. Every session revalidates user, device, resource, role and time limit.
Cloud APIs deprecate and upgrade models on the vendor’s schedule. For clinical, legal or financial review that is a defect.
The monthly pack is produced by the fleet platform and arrives whether or not anyone asks for it.
The gateway logs metadata and nothing else. This is a configuration we ship, not a policy we assert.
A sovereignty claim you cannot walk away from is not sovereignty. The exit procedure is in the contract on day one.
The shapes below are ones clients bring us, and where we would start — open any of them to see how the work actually runs. The list is not the boundary. Anywhere a document gets read, a decision gets recorded, or a queue waits on a person, this can be embedded. What never varies is how it is delivered: a licence review before we quote, a benchmark on your own data before anything is committed, and an As-Built pack when it goes live.
| Workload | Model class and precision | Hardware and footprint |
|---|---|---|
| 27–35 B mixture-of-experts, 4-bit | Single compact node, ~240 W, no server room | |
| Long-context MoE, 4-bit | Compact node, or two linked for the largest models | |
| 27 B dense, FP8, fixed seed for reproducibility | Discrete Blackwell workstation with ECC | |
| 70 B dense, FP8 — latency irrelevant | Rack server, single large GPU | |
| 27 B quantised, fully offline | Ruggedised compact node, smart PDU | |
| Something not on this list | Tell us the constraint | Vendor-neutral — NVIDIA, Dell, HP, Lenovo, Supermicro. If you have a hardware standard we work inside it |
Send us the workload, the data boundary and the audit requirement. We will benchmark a certified pairing on your own sample data and hand back the numbers — including the ones that do not flatter us.
Request a benchmark →Tell us the constraint — the workload, the data boundary, the audit requirement. One of our experts will reach out shortly.
One of our experts will reach out shortly — usually within one business day.
This Privacy Policy explains how APEX Support Group Pty Ltd (ABN 37 692 319 994) of Melbourne, Australia (APEX, we, us, our) handles personal information. We are bound by the Privacy Act 1988 (Cth) and the Australian Privacy Principles (APPs).
This policy covers personal information we collect through this website, through enquiries and correspondence, and in the course of providing our services. It does not change any confidentiality or data-handling obligations agreed in a signed contract with a client — where a contract is more protective of your information, the contract prevails.
We do not seek sensitive information (as defined in the Privacy Act) through this website. Please do not include sensitive information, credentials, or confidential client material in a website enquiry.
We collect personal information directly from you wherever practicable — from forms you submit, emails you send, and conversations with our team. We may also collect business contact details from public sources such as a company website or a professional network, where relevant to a legitimate business enquiry.
If we cannot collect the information we ask for, we may not be able to respond to your enquiry or deliver the service you have requested.
A defining feature of our Private AI work is that client data stays inside the client's own boundary. Where personal information is processed inside a system we design, deploy or manage for a client, that client is the entity responsible for that information, and we handle it only on the client's instruction and in accordance with the applicable contract. We do not use client data, prompts, documents or outputs to train models for any other party.
We do not sell personal information, and we do not disclose it for another organisation's marketing. We may disclose it:
Some of the service providers we rely on may store or process information outside Australia. Before disclosing personal information to an overseas recipient we take reasonable steps to ensure it is handled consistently with the APPs. Where you would like to know the countries involved for a particular service, contact us and we will tell you.
We take reasonable steps to protect personal information from misuse, interference and loss, and from unauthorised access, modification or disclosure. These include access control on a need-to-know basis, encryption in transit, logging, patching and vendor assessment. No method of transmission or storage is completely secure, and we cannot guarantee absolute security.
We maintain a data breach response process. Where a breach is likely to result in serious harm to an individual, we will notify affected individuals and the Office of the Australian Information Commissioner (OAIC) as required by the Notifiable Data Breaches scheme.
We keep personal information only for as long as we need it for the purpose it was collected, or for as long as we are required to keep it by law — for example tax and corporate records. When it is no longer needed and we are not required to retain it, we destroy or de-identify it.
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You may ask us for access to the personal information we hold about you, and ask us to correct it if it is inaccurate, out of date, incomplete, irrelevant or misleading. Contact us using the details below. We will respond within a reasonable period. We may need to verify your identity first. If we refuse access or correction, we will tell you why in writing.
If you believe we have breached the APPs, contact us using the details below with enough detail for us to investigate. We will acknowledge your complaint and respond within a reasonable period, usually within 30 days. If you are not satisfied with our response, you may complain to the OAIC at oaic.gov.au.
We may update this policy from time to time. The current version is always the one published on this website, with the date it was last updated shown above.
Privacy enquiries: info@apexsupportgroup.com.au
APEX Support Group Pty Ltd, ABN 37 692 319 994, Melbourne, Australia.
These Terms of Use govern your access to and use of this website, operated by APEX Support Group Pty Ltd (ABN 37 692 319 994) (APEX, we, us, our). By using this website you agree to these terms. If you do not agree, please do not use the site.
These terms apply to the website only. Services we provide are governed by a separate written agreement. Where such an agreement exists, it prevails over these terms in respect of those services.
You may view and use this website for legitimate business purposes and for evaluating our services. You must not:
Unless otherwise indicated, all content on this website — text, graphics, layout, logos, diagrams and code — is owned by or licensed to APEX and protected by Australian and international intellectual property law. "APEX", "APEX Support Group", "APEX Fabric" and "APEX Intelligence Fabric" and our logos are our trade marks. Third-party names, product names and marks referred to on this site are the property of their respective owners, and their use does not imply any endorsement or affiliation unless stated.
The content of this website is provided for general information. In particular:
Nothing on this site is a quote, an offer capable of acceptance, or professional, legal, regulatory or compliance advice. Any commitment we make about scope, specification or performance will be made in writing in a contract or a formal proposal, following a benchmark on your own data.
This website may link to third-party sites. We do not control them, do not endorse them, and are not responsible for their content or their privacy practices. Follow them at your own risk.
We aim to keep this website available and current, but we do not warrant that it will be uninterrupted, error-free, or that the content will always be complete or up to date. We may change, suspend or withdraw any part of the site at any time without notice.
Nothing in these terms excludes, restricts or modifies any consumer guarantee, right or remedy that applies to you under the Australian Consumer Law or any other law that cannot lawfully be excluded.
Subject to that paragraph, and to the maximum extent permitted by law:
Our handling of personal information is described in our Privacy Policy, which forms part of these terms.
We may update these terms from time to time. The version published on this website at the time you use it is the version that applies, with the date it was last updated shown above.
These terms are governed by the laws of the State of Victoria, Australia. You submit to the non-exclusive jurisdiction of the courts of Victoria and the courts able to hear appeals from them.
info@apexsupportgroup.com.au
APEX Support Group Pty Ltd, ABN 37 692 319 994, Melbourne, Australia.
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info@apexsupportgroup.com.au
APEX Support Group Pty Ltd, ABN 37 692 319 994, Melbourne, Australia.