Case studies

Systems in production.

A selection of shipped platforms across enterprise, allied health and education.

Enterprise AI Platform

Sovereign AI Platform

Dutch hosting group · 500+ employees

An enterprise AI workspace positioned against Copilot & ChatGPT Enterprise on EU data sovereignty — keeping company data inside the org's own boundary.

vLLMKubernetesFastAPIon-prem
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EUdata sovereignty
Model · Fine-tune

mdAgent-Hermes-32B

Qwen3-VL-32B · LoRA

A multimodal tool-use fine-tune of Qwen3-VL-32B, optimized for reliable single-turn function calling and document understanding.

LoRAmultimodaltool-useBFCL-v3
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82.3%internal BFCL-v3 single-turn
Infrastructure · Gateway

mdGPT Gateway

LLM gateway & observability

A FastAPI-based LLM gateway with token streaming, full observability and per-user namespace isolation for multi-tenant deployments.

FastAPIasyncpgRedisSSEOpenTelemetry
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SSEstreaming · multi-tenant
Clinical AI

AI dietitian

Allied health · dietitians

An anonymous clinical workspace for dietitians: LangGraph agents, a multi-tenant backend, and Stripe billing.

LangGraphmulti-tenantStripe
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In-loopclinician approves output
Education · Product

Learning Matrix

LMXAI · AI assistant for students

A personalized AI study companion for students — a reliable, fast-responding mentor that connects new topics to existing knowledge and supports teachers with content and planning.

RAGexam servicelesson planning
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EdTechstudent mentor
Research · NLP

In-Depth NLP Analysis

LMXAI · corpus & topic modeling

Corpus statistics, LDA topic modeling and interactive topic-term visualization — the research layer underpinning Learning Matrix's semantic retrieval.

LDApyLDAvisgensimtopic modeling
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20+topics discovered
Engineering · Agentic Systems

Agentic Capabilities

LMXAI · design patterns & tool ecosystem

How LMXAI builds reliable production agents — LangGraph orchestration, MCP tool integration, fine-tuned tool reliability (BFCL-v3), observability, and the real workspace tool ecosystem they operate.

LangGraphMCPBFCL-v3OpenTelemetry
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6production patterns