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      "text": "Focus on exploring needs with a large industrial actors, accompanied by third-party integrators that will be given full access to our best (non-open source) model\nCo-design of products with a few small emerging partners that focuses on generative-AI products.",
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      "text": "We will train two generations of models, while developing business integration in parallel. The first generation will be partially open-source and rely on technology well mastered by the team. It will validate our competence near clients, investors and institutions. The second",
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      "text": "Having trained models at large-scale before has provided us know-hows that will allow us to gain a factor 10-100 in training efficiency compared to public methods — our founders and early employees know exactly what to do to train the strongest model for a given computational budget.",
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      "text": "The founding team is already organising business exploration with major French and European industrial actors. A small product-oriented team (6 people at the end of first year) will start developing leads while the technical team trains the valuable technological bricks. The model team will remain 100% focused on the hard technological brick to avoid distraction.",
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      "text": "Our early investors are also content providers in Europe, and will open all necessary doors for acquiring high quality datasets on which our model can be trained and fine-tuned.",
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      "text": "We have already negotiated competitive deals for renting computational power in Tier 1 cloud service providers (we are planning to reserve 1536 H100 starting in September, with a summer ramp up). As mistral.ai has a strong European grounding, we will also be working with both emerging European cloud providers as they grow their deep learning offers.",
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      "text": "Training a competitive model requires at least an exa-scale cluster for a few months. We intend to rent such capacity for a full year, to allow the development of both open-source and commercial models, with various capacities.",
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