Self-contained catalogue of major open and open-weight AI models for infrastructure sizing, inference benchmarking and deployment decisions.
MVConceptLab brings leadership, business teams, IT and specialists into one programme. Our lawyer's recommendations frame legal decisions, our data specialists qualify the information foundation, and our AI engineers select, test and integrate the models and harnesses suited to your operations.
We interview the teams, map processes and rank use cases by business value, feasibility, risk and operating cost.
Our lawyer formulates the legal recommendations concerning data, contracts, responsibilities and usage rules. We turn them into project requirements with your teams.
Our data specialists assess quality, access, sensitivity and flows, then design the evaluation sets, pipelines and RAG knowledge bases the use case needs.
We integrate AI into existing processes and tools, including ERP, CRM, MES, document systems and APIs, with users and explicit human validation points.
Our AI engineers benchmark suitable models on your real cases and build the harness around them: RAG, tools, memory, permissions, guardrails, observability and fallback paths.
We deploy privately, in hybrid mode or in the cloud, set up LLMOps and quality and cost monitoring, train teams and extend the system in controlled stages.
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