TPU SystemsPrivate AI Infrastructure

Private AI Infrastructure · Kitchener–Waterloo, ON

Enterprise AI that never leaves your building.

TPU Systems designs, deploys and manages private, on‑premises AI systems for small and midsize businesses. Give your team the power of modern language models — while client files, contracts, patient records and intellectual property stay entirely under your own roof.

100%data stays on‑premises
~$150K USDtypical 32‑user deployment
60–90 dayspaid pilot with measured results
24/7managed support & monitoring

Why Private AI

AI subscriptions were built for someone else's cloud — not your clients' trust.

Per‑seat AI bills grow every month, confidential data leaks into public tools, and none of it connects to your own documents with proper permissions.

The hidden cost of public AI tools

  • Per‑seat subscriptions compound: 32 employees at $30–$100 per user per month means US$11,000–$38,000 every year — forever.
  • Employees paste client data into public chatbots. IBM found 20% of breached organizations were hit through shadow AI, adding roughly US$670,000 to average breach costs.
  • Public tools can't do permission‑aware search over your document repositories, case files or patient records.
  • Usage‑based pricing spikes exactly when your team finally adopts the tool.

The TPU Systems answer

  • One private platform — hardware, software and support bundled into a single predictable investment.
  • Every query runs on a server inside your building. Canadian data residency by default.
  • Permission‑aware document AI across your file shares, SharePoint, CRM and practice systems.
  • Model routing: local‑first processing with a secure fallback for unusually complex requests.
  • Owned by you, managed by us — updates, monitoring, backups and support included.

Source: IBM Cost of a Data Breach Report (shadow‑AI breach findings).

AI Systems

Purpose‑built on‑premises AI server platforms

We build every deployment on GIGABYTE enterprise server hardware — NVIDIA‑certified platforms that scale from a desk‑side AI appliance to 10‑GPU rack servers. Photos and specifications courtesy of GIGABYTE.

GIGABYTE AI TOP ATOM desktop AI supercomputer — compact black chassis with patterned ventilation grille

GIGABYTE AI TOP ATOM

Desk‑Side AI Supercomputer

NVIDIA GB10 Grace Blackwell Superchip, 1 petaflop of FP4 compute and 128 GB of unified memory in a compact desktop chassis — runs models up to 200B parameters locally. Ideal for pilots and teams of 8–12.

Local inferenceFine‑tuningPilot
View platform
GIGABYTE G293-Z42-AAP1 2U GPU server with top cover removed showing GPU bays and drive trays

GIGABYTE G293‑Z42‑AAP1

2U Dual‑CPU GPU Server · 8× GPUs

Dual AMD EPYC processors, 8 PCIe Gen5 GPU slots and 24 DIMMs of 12‑channel DDR5 in a 2U chassis. Our flagship platform for the typical 32‑user private AI deployment.

AI inferenceRAG at scaleNVIDIA‑certified
View platform
GIGABYTE G294-Z22-AAP2 2U single-CPU GPU server with exposed motherboard and GPU slots

GIGABYTE G294‑Z22‑AAP2

2U Single‑CPU GPU Server · 8× GPUs

A cost‑efficient single‑socket EPYC platform with eight Gen5 GPU slots — supporting NVIDIA H200 NVL, RTX PRO 6000 Blackwell Server Edition or AMD Radeon AI PRO accelerators.

AI inferenceCost‑efficientFlexible GPUs
View platform
GIGABYTE G493-ZB1-AAP1 4U GPU server with rack handles, hot-swap drive bays and internal fan partition

GIGABYTE G493‑ZB1‑AAP1

4U Dual‑CPU GPU Server · 10× GPUs

Ten Gen5 GPU slots, 48 DIMMs of DDR5 and 3+1 redundant 3000 W Titanium power supplies for firms that need multi‑model serving, heavy concurrent inference or on‑premises fine‑tuning.

Multi‑modelFine‑tuningHigh concurrency
View platform

TPU Systems is an independent integrator. Server platforms are designed and manufactured by GIGABYTE Enterprise Solutions.

Services

From first assessment to 24/7 managed operation

We sell outcomes, not just hardware. Every engagement covers strategy, security, deployment, integration and ongoing model care.

AI Readiness Assessment

A structured review of your workflows, data sensitivity, security posture and licensing costs — with a business case you can take to your partners.

Paid Pilot Program

8–12 users, 1–2 high‑value workflows, baseline productivity measurement and a 60–90 day evaluation — proving value before full commitment.

Turnkey Deployment

GPU server, storage, identity, document ingestion, retrieval‑augmented generation and connectors to Microsoft 365, SharePoint, CRM and file servers — installed and hardened.

Document Intelligence

Permission‑aware search, summarization and drafting across your internal knowledge base — proposals, reports, contracts and client correspondence drafted in your house style.

Security & Governance

Role‑based permissions, encryption, audit logging, prompt‑injection defence and network segmentation — aligned to the NIST AI Risk Management Framework.

Managed Support & Model Care

24/7 monitoring, model updates and evaluation, backup and disaster recovery, helpdesk support and quarterly governance reviews — so the system keeps improving.

Who We Serve

Built for businesses with valuable confidential data

The firms that benefit most are 20–150 employees strong, with repetitive knowledge work and information they cannot risk exposing to public AI services.

Accounting & Bookkeeping

Client financial records, tax files and recurring document work — searchable and automatable in‑house.

Law Firms

Privileged documents, contract review and discovery support without waiving confidentiality.

Insurance Brokers

Policy documents, claims correspondence and underwriting workflows across client records.

Healthcare Clinics

Administrative documentation and patient‑data workflows that stay inside your walls.

Engineering & Architecture

Proprietary drawings, specifications, tenders and project correspondence under your control.

Manufacturers

SOPs, quality records, maintenance history and engineering documentation on the shop floor's terms.

Government Contractors

Procurement data and controlled information with the residency your contracts demand.

Financial Advisors

Client financial information and compliance documentation, kept private by design.

How We Work

A disciplined path from curiosity to production

No six‑figure surprises. We prove value with a small paid pilot before you commit to the full platform.

Consult

A free, structured assessment of your workflows, data sensitivity, security requirements and current AI spend — concluding with a written business case.

Pilot

8–12 users on one or two high‑value workflows for 60–90 days, with baseline productivity measurement, response‑quality testing and security validation.

Deploy

Hardware installed, documents ingested, connectors configured, permissions mapped, staff trained. Production‑ready in weeks, not quarters.

Manage

24/7 monitoring, model updates and evaluation, backups, helpdesk and quarterly governance reviews under a fixed annual plan.

The Business Case

The economics go well beyond license savings

A private AI platform is an asset that pays back through productivity, risk reduction and predictable cost — not just avoided subscriptions.

Productivity that shows up on the P&L

32 employees saving just 20 minutes per workday at a loaded cost of US$40/hour is roughly US$106,000 of annual theoretical value — a far stronger justification than replacing US$8,000–20,000 of subscriptions.

Risk you can measure

Uncontrolled employee use of public AI tools creates shadow‑AI exposure. Controlled, audited, on‑premises data flows turn AI governance from a liability into a control — aligned to the NIST AI Risk Management Framework.

Predictable, falling unit costs

A fixed platform investment serves more users and heavier workloads without per‑seat or per‑token fees. Usage grows; your bill doesn't.

Workflow automation built in

Drafting proposals, summarizing large document sets, extracting structured data from invoices and forms, and first drafts of contracts or correspondence — done in your templates, on your data.

A US$150,000 platform should deliver US$100,000–150,000 of annual measurable benefit to be comfortably justified. We build that model with you before you commit. Reference: NIST AI Risk Management Framework.

Next Step

Ready to bring AI in‑house?

Book a free 30‑minute consultation. We'll map your workflows, estimate your business case and propose a pilot that proves value before you commit to the full platform.