Gen AI in a Box: Unlock Generative AI use cases in your sovereign infrastructure

The GenAI dilemma

Generative AI (GenAI) is on the agenda of every company working on their innovation roadmap. Yet, many organisations face this challenge: “Can we actually use GenAI, given our data sensitivity, the regulations we need to comply with and our infrastructure?”

For many critical activities such as public sector, defense, utilities, energy or transport, the honest answer is that it is not easily the case. Data is too sensitive to leave the building. Regulations are strict. Cloud costs fluctuate. Yet, assembling a secure, scalable AI environment from scratch takes months, sometimes years, at a high cost.

You know the value of GenAI. To make it real, GenAI in a Box can help you.

What is GenAI in a Box

GenAI in a Box is an on-premises, ready-to-run GenAI platform, built to operate entirely within your infrastructure. It combines hardware, software and AI models into one integrated environment, delivered fully installed and ready for use. It delivers a complete environment for deploying, managing and scaling GenAI securely and cost-efficiently.
This way, you can move from GenAI pilot to production, without relying on the public cloud.
 
GenAI in a Box brings together:

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Powerful AI hardware
built on Bull’s trusted BullSequana AI server family, engineered for inference, fine-tuning and large-model workloads

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A complete AI platform
to manage models finetuning, LLMs serving engines, retrieval-augmented generation (RAG), machine learning, agentic framework and data platform

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Curated AI models
open-source (like Mistral AI, Llama, Falcon) or commercial, depending on your needs

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Pre-built use cases
with over 20 ready-made accelerators like chatbots, specialised agents,  document assistants and code copilots

All of it pre-installed, tested and shipped from our factory in France, so you can start running AI use cases immediately. 

 

How it works

GenAI in a Box arrives as a fully configured, plug-and-play appliance.
 
1
Ship and rack (Week 1)

The appliance arrives from our factory in Angers, France, fully pre-installed with your selected hardware configuration (Small / Medium / Large) and production-ready software stack.
2
Configure and connect (Week 1-2)
 
On-site configuration including SSO integration, network setup, and data source connectivity. Automated Infrastructure as Code (Terraform + Ansible) scripts deploy the platform in minutes.
3
Deploy use cases (Week 2+) 
 
Select from 20+ pre-built accelerators or bring your own models. Your teams start building on day one with a familiar, ChatGPT-like interface and API access.
4
Scale confidently as your use cases grow
 
Your infrastructure can evolve gradually, through larger configurations or additional servers as requirements increase.

Why choose Bull

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Sovereign Innovation

For organisations where data can’t leave the premises, GenAI in a Box brings the full GenAI experience inside your secure infrastructure, built on servers with over 75% European-sourced components. 

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Predictable costs

Many companies validated GenAI in the cloud but hit a wall when usage costs became unpredictable. Our solution offers a fixed annual fee, not tied to the number of users, giving you total cost visibility. 

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Zero complexity

Everything arrives pre-installed and fully staged in our factory: hardware,
AI platform, models and accelerators, without the need to integrate multiple and complex vendor solutions. 

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Trusted European expertise

Designed, assembled and supported in Europe, GenAI in a Box combines Bull’s heritage in high-performance computing with deep AI engineering
and consulting expertise. 

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100% European Infrastructure

From hardware to virtualization platform, ensuring sovereignty, compliance, and full auditability through open-source engineering.

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Reliable, Cost-Efficient Performance

Robust and future-proof virtualization solution delivering 60–80% lower TCO compared to traditional options.

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Tailored, Scalable Architecture

Flexible configurations with BullSequana SH or BullSequana SA to meet diverse workload needs.

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High Density and Low Latency

Lightweight hypervisor and optimized design for maximum VM-to-core ratio.

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End-to-End Security

Full supply chain transparency, advanced hardware protection, and trusted execution technologies.

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Energy Efficiency

Reduced power consumption per workload with eco-conscious infrastructure design and smart VM scheduling.

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Easy Expansion and Automation

Modular, composable hardware with API-driven orchestration for seamless scalability.

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Easy Deployment

An already validated reference architecture and a SPOC for hardware-software integration and support.

Success stories

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QA process automation for Home Credit

Savings of up to 30 FTEs of QA agents across multiple collections teams and monitoring of 100% of calls (instead of approximately 5% currently).

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Claims assistant for Allianz

Saving up to 80% of human time, reducing case processing from around 120 minutes to about 20 minutes.

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RAG performance for a major Central European financial institution

Through iterative fine-tuning tailored to customer data, accuracy improved significantly, with performance across the full knowledge base exceeding initial benchmarks.

A turnkey path to Sovereign GenAI

Your organisation has constraints: regulatory, operational, financial. GenAI in a Box is built for exactly that reality. It delivers cutting-edge AI capability inside your walls, under your control, with full transparency and auditability. No black boxes. No cloud dependencies. No multi-vendor integration headaches. One appliance. One vendor. One support contract.

FAQ

General-purpose solutions are easy to set up but limited in their ability to work with internal company know-how. They may also raise security and GDPR concerns, as queries are logged on provider servers. GenAI in a Box keeps everything in-house and lets you fine-tune models on your specific data.

No. It is a white-box approach built on open-source foundations, offering interoperability and ensuring you retain control without being locked into a single provider.

Any model. Strong partnership with Mistral (the leading European LLM provider), but also supports Llama, Qwen, DeepSeek, and any model from registries like HuggingFace.

Yes. Start with the Small configuration (4× L40S) and scale up to Large (8× H200), or add servers for scale-out. Hardware upgrades can be planned as workload demands evolve.

GenAI in a Box is the complete, turnkey appliance: hardware, software, and services bundled and shipped ready to run. The BullSequana AI platform is the software platform independently, for organisations that already have compatible hardware or want to deploy on sovereign cloud infrastructure.

Yes. Everything is pre-installed at our factory in Angers, France. Once racked in your data centre and configured (SSO, network), you can deploy GenAI applications immediately using Infrastructure as Code automation.

GenAI in a Box enables organisations to deploy a wide range of generative AI applications, including internal chatbots, document assistants, knowledge search systems, developer code copilots, and specialised AI agents. It also supports advanced capabilities such as retrieval-augmented generation and model fine-tuning on proprietary data, allowing organisations to build AI systems tailored to their internal knowledge, processes, and industry requirements.

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