RAG & Document AI
Assistants that search, answer and draft from your contracts, policies and records, with cited sources.
AI Consulting • Software House • Bespoke Development
AI software and consulting
for business
JSMCOM is a software consultancy company in Poland. We design and build AI systems and custom software for US and European businesses.
Let’s talkWhat we do
Services
RAG systems, AI agents and the integrations around them, built for teams whose data has to stay protected.
AI Agents & MCP
Agents that work inside your systems through MCP servers, with human approval where it matters.
Data Protection for AI
PII and PHI de-identification so sensitive records can reach an LLM safely.
System Integration
Enterprise APIs, Entra ID, Workday, ERP, cloud and on-premise systems.
IoT & Hardware
ESP32, Raspberry Pi, MQTT, CAN bus and edge computing.
Our approach
How We Work
No black boxes. You’ll know exactly where we are and what’s next, from the first conversation to go-live and beyond.
Understand
Learn your processes, data and compliance needs.
Design
Architect a tailored solution and prove it on a real sample.
Build
Develop with weekly demos against an agreed evaluation set.
Deploy
Install and configure on Azure or your own servers.
Support
Monitoring, model updates and ongoing improvements.
We do not sell off-the-shelf products.
We design and build solutions tailored to your business
Projects
01 / 04
LexTool
RAG.NET 8OpenSearch
AI assistant for Polish law firms and legal departments. Live with paying subscribers.
02 / 04
Themison
PHINERTokenisation
PHI de-identification for an AI clinical-trial platform.
03 / 04
Ennov AI Platform
JavaLangChain4JMCP
Enterprise ReAct agent platform for regulated life-sciences content.
04 / 04
Marc ImpExp
RAGElasticsearchHITL
RAG system that brings AI into a logistics company's existing systems.
01 / 04 · Legal AI
LexTool
An AI assistant for Polish law firms and in-house legal teams, designed and built end to end by our team.
Summary
LexTool retrieves from statutes, case law and each firm's own documents, drafts pleadings and contracts, and keeps client data under control with a GDPR-compliant architecture. It is a live commercial product with paying subscribers and coverage in GazetaPrawna.pl.
Scope of work
- RAG on .NET 8 with Python gRPC services
- OpenSearch and ChromaDB retrieval
- Azure Container Apps, EU hosting
- Custom MCP server for agent access
RAG.NET 8OpenSearch
02 / 04 · Clinical AI
Themison
Protecting patient identities inside an AI platform for clinical-trial sites.
Summary
Themison helps trial sites run protocols with less manual work. We built the layer that detects and tokenises protected health information before documents reach AI features, so sites can use automation without exposing patient identities.
Scope of work
- Clinical entity detection
- Reversible tokenisation vault
- Per-document audit trail
PHINERTokenisation
03 / 04 · Agentic AI
Ennov AI Platform
Agentic AI on an enterprise platform for life sciences.
Summary
We work on Ennov's AI platform: a Java ReAct agent that reaches enterprise systems through MCP servers and loadable skills, with human-in-the-loop checkpoints and an MLflow model gateway. The relationship goes back to fourteen years of NLP and machine-learning work for Ennov's pharmaceutical clients.
Scope of work
- LangChain4J ReAct agent loop
- Spring Boot MCP servers
- Skill bundles with checksum-synced cache
- HITL checkpointing
- MLflow AI Gateway
JavaLangChain4JMCP
04 / 04 · Logistics AI
Marc ImpExp
A RAG assistant for day-to-day logistics work.
Summary
We connected Marc ImpExp's existing company systems to new AI tools, so the team can search shipment records and documents, ask questions in plain language and get suggested next steps. Staff review and approve every AI suggestion before it goes back into the company's systems.
Scope of work
- Integration with existing company systems
- Elasticsearch retrieval
- LLM answers with cited sources
- Human-in-the-loop approval
RAGElasticsearchHITL
Technologies
Software
.NET 8C#PythonJavagRPCREST APIsSQL ServerPostgreSQL
Cloud
Microsoft AzureContainer AppsAWSDockerHybrid systemsOn-premise
AI
ClaudeOpenAILangChainLangChain4JMCPRAG systemsElasticsearchOpenSearchQdrantMLflowPrivate AI
Hardware
ESP32Raspberry PiMQTTCAN busEmbedded systems
Contact