ConfidentialMind

Secure, self-hosted AI platform for on-prem and private cloud.

ConfidentialMind is a software platform for deploying generative AI applications and agents in your own environment. Your teams get instant access to LLMs, RAG, agents, and more. No data leaves your environment.

What the platform does

• Self-serve deployment: Deploy LLMs, agents, RAG, and other AI systems from the ConfidentialMind portal.
• OpenAI-compatible APIs: Use all AI systems and models through OpenAI-compatible API endpoints.
• Open models: Run open models, such as DeepSeek, Mistral, Qwen, and Llama, in your own environment.
• Multitenancy: Separate users into tenants. Control access for each service.
• Data connectors: Connect your databases, S3, and other data sources.
• Observability: Collect platform metrics for compliance. Debug the behavior of AI systems such as agents.
• GPU management: Manage all your GPUs in one interface, also across locations. The platform supports NVIDIA and AMD GPUs.
• Your infrastructure: Get the same platform on-prem, in a private cloud, or in a VPC.

Who we serve

• Enterprises: Bring AI models and systems into your environment.
• Public sector: Modernize citizen services with sovereign AI that you control end to end.
• Universities: Give researchers compliant GenAI workspaces in minutes.
• Hosting providers: Offer your customers a secure AI platform with LLM, RAG, and agent endpoints.

Trusted by organizations such as the University of Helsinki, the University of Oulu, LUT University, Centria University of Applied Sciences, and Elastx.

Our models on Hugging Face

• SampoTron: A cross-lingual query adapter for nvidia/Nemotron-3-Embed-1B-BF16. It improves retrieval across English, Finnish, and Swedish, and keeps same-language retrieval unchanged. On a sampled FIQA evaluation, the mean nDCG@10 across six cross-language directions rose from 0.2406 to 0.2908 (+20.9%). Read the blog post.
• Quantized LLMs: GPTQ 4-bit (W4A16) and FP8 versions of open models, such as Mistral Small 24B and InternVL3-38B, for efficient self-hosted inference.
• ONNX rerankers: GPU-optimized ONNX versions of Alibaba-NLP/gte-multilingual-reranker-base, including an INT8 version, for re-ranking in RAG pipelines.

About us

ConfidentialMind was founded in 2023. We started the company to help teams avoid vendor lock-in and protect their proprietary data. Our headquarters is in Espoo, Finland, and we have a US office in San Francisco, CA. Meet the team.

Contact

• Book a demo: confidentialmind.com/book-a-demo
• Email: info@confidentialmind.com
• Address: Confidentialmind Oy, Otakaari 27, 02150 Espoo, Finland

ConfidentialMind™ is a registered trademark of Confidentialmind Oy.