We build your AI solution. On the tech that fits you.
Whether with Microsoft (Copilot, Azure AI Search, Fabric), a ready-made platform like Vespa.ai or Qdrant, or something we build for you: which one is right depends on your case.
01 · WHAT THE SYSTEM DOES
Understand. Connect. Act.
A good solution has to do three things: understand your knowledge, connect to your systems, and actually do something with it. That's what we solved in our own engine, and it's how we build it for you.
RAG foundation
Understand
Someone asks a question, the system searches your documents and answers with the relevant passages, including the source to check.
- Semantic vector search
- Hybrid search (BM25 + vector)
- Configurable chunking strategies
- Source citations in answers
Connector system
Connect
Runs without data migration. Your data stays where it is, the system only reads from it.
- SharePoint & OneDrive
- Google Drive & Gmail
- Amazon S3 & file servers
- CRM, ERP & custom APIs
Agent actions
Act
It doesn't stop at answering: the system creates tickets, generates reports, or kicks off processes.
- API integrations
- Ticket creation
- Report generation
- Workflow triggers
02 · ARCHITECTURE
How the system is built.
From data source to action. Every layer can be adapted or swapped out.
Data sources
SharePoint, Drive, mail, S3, CRM, ERP
Ingestion
Process, normalize, and structure documents
Embedding & index
Vectorization, semantic index, metadata
Retrieval
Hybrid search, reranking, context assembly
LLM & agent
Answer generation, decision logic
Action layer
API calls, workflows, system integration
03 · CONNECTOR SYSTEM
All your data sources
Ready-made connectors for common systems. Custom APIs on request.
Microsoft 365
Microsoft SharePoint
Microsoft 365
OneDrive
Microsoft 365
Outlook/Exchange
Google Workspace
Google Drive
Google Workspace
Gmail
Cloud Storage
Amazon S3
On-Premise
Internal file servers
Knowledge bases
Confluence
Knowledge bases
Notion
CRM
Salesforce
CRM
HubSpot
Integration
Custom REST APIs
04 · DEPLOYMENT
Your infrastructure. Your control.
Cloud, on-premise, or hybrid, you decide where your data is processed.
Cloud
Hosted in EU data centers
- Fastest go-live
- Automatic updates
- Managed service
- EU data centers
On-Premise
In your own infrastructure
- Full data control
- Air-gapped possible
- Your own GPU resources
- Compliance-ready
Hybrid
A combination of cloud and on-premise
- Sensitive data local
- Compute in the cloud
- Flexible scaling
- Optimized cost
05 · TECH STACK
No black box. No vendor lock-in.
PostgreSQL + pgvector
Vector database
Vespa.ai / Qdrant
Search engine
Kubernetes
Orchestration
Keycloak
Identity & access
Next.js
Frontend
MS Graph API
M365 integration
Let's talk about your use case.
A free 30-minute call: we'll look at your case and tell you honestly what's worth doing and what isn't.
Let’s talk about how AI can move your business forward.
Get in touch, we look forward to your project.