Data prep -- PII redaction, governance and provenance tracking
MFD LLM Studio is the end-to-end platform for building enterprise domain LLMs -- from data preparation through fine-tuning, RAG, evaluation and observability. Engineered for regulated industries, it ships with EU AI Act and NIST AI RMF mappings and an audit-grade event store for every model interaction.
MFD LLM Studio is the enterprise platform for building, fine-tuning, evaluating and operating domain LLMs -- with guardrails, evals and audit-grade observability built in.

Data prep -- PII redaction, governance and provenance tracking
Fine-tuning -- supervised and reinforcement-tuned models on your domain
RAG -- retrieval-augmented generation with vector and hybrid search
Evaluation -- eval suites, red teaming and continuous quality monitoring
Guardrails -- prompt injection defense, output filtering, policy enforcement
Observability -- drift, cost, latency, lineage; full audit log
OpenAI, Anthropic, AWS Bedrock, Azure OpenAI, Google Vertex, Hugging Face, vLLM, Triton, LangChain, LlamaIndex, MLflow and Weights and Biases. SSO with Okta, Azure AD and Ping.











MFD LLM Studio is the end-to-end platform for building enterprise domain LLMs -- from data preparation through fine-tuning, RAG, evaluation and observability. Engineered for regulated industries, it ships with EU AI Act and NIST AI RMF mappings and an audit-grade event store for every model interaction.

Domain copilots for underwriting, claims, legal review and clinical operations.

Agentic AI workflows for customer support, finance and procurement.

AI governance and audit for high-risk EU AI Act systems.




