Skip to content
Enterprise Challenges

Why large organizations struggle with AI infrastructure

Regulatory pressure

The EU AI Act, GDPR, and sector-specific regulations demand auditable, sovereign infrastructure. Cloud APIs from US providers create compliance risk that grows with every new regulation.

Vendor lock-in at scale

At enterprise scale, NVIDIA lock-in isn't just expensive — it's a strategic risk. Single-vendor dependency on a €47B/quarter monopoly leaves no negotiating leverage.

Procurement complexity

Evaluating AI hardware requires expertise that most IT departments don't have. The wrong decision at enterprise scale wastes millions — and takes years to correct.

Talent and knowledge gap

85% of German enterprises want local AI alternatives but lack the in-house expertise to evaluate options. The knowledge asymmetry between vendors and buyers is massive.

Enterprise Services

What we offer at scale

01

Strategic hardware assessment

A comprehensive evaluation of your AI workloads mapped against available hardware options. We benchmark your specific models, at your target throughput, on multiple platforms — and deliver a procurement roadmap with TCO analysis over 3-5 years.

02

Sovereignty and compliance consulting

We help you design AI infrastructure that meets EU AI Act requirements, GDPR obligations, and sector-specific regulations. On-premise, European cloud, or hybrid — we map the options and their compliance implications.

03

Vendor diversification strategy

Reduce dependency on any single hardware vendor. We evaluate which workloads can run on alternatives (Tenstorrent, AMD, edge accelerators) and build a multi-vendor strategy that preserves performance while reducing risk and cost.

04

Managed deployment and optimization

From hardware procurement to production deployment. We set up your inference infrastructure, optimize model serving for your hardware, and provide ongoing performance monitoring and support.

Why Enterprises Trust TensorPi

Built for enterprise requirements

Independent and unbiased

We don't resell hardware from any vendor. Our recommendations are based on benchmark data, not sales targets. Full transparency on methodology.

European-sovereign

Based in Europe. Data never leaves European infrastructure. We understand GDPR, the AI Act, and European procurement requirements.

Test equipment heritage

Our parent company has built automated test equipment for years. We bring rigorous, systematic methodology to AI hardware evaluation — not ad-hoc benchmarks.

The European AI Market

The numbers that matter

€66B
European AI market (2025)
80%
EU enterprises not yet using AI
85%
German businesses want local alternatives
73%
NVIDIA gross margins

Let's discuss your AI infrastructure strategy

We work with enterprise IT leadership, procurement teams, and innovation managers to de-risk AI hardware decisions. Start with a confidential briefing.

Schedule a briefing