Associations sit on enormous knowledge bases – policy, regulation, member archives – and small operating teams. AI for associations means making that knowledge findable for members, surfacing the right resources at the right moment, and triaging inbound enquiries so the secretariat focuses on relationships, not lookup work. We have shipped this for the German Insurers Association (GDV), a leading German association and a leading member network.
GDV runs an AI Knowledge Assistant over tens of thousands of policy documents for its 400+ member insurance companies. Researchers find what they need in half the time, shadow AI use has dropped, and internal employee satisfaction is up.
A leading German association runs an AI Member Platform that combines chat-based discovery with traditional category filters, on Microsoft AI Foundry + pgvector – members can ask plain-language questions and still browse the full catalogue.
A leading member network runs a production RAG chatbot serving 1,000+ HumHub members, delivered in four sprints on n8n + Qdrant + GPT-4 via Microsoft EU. The whole system is operated by a team without developers.
Knowledge assistants
Inbound triage and email agents
Voice and structured transcription
Time to first project
first working version in four short sprints, the same way the RAG chatbot for a leading member network was delivered
EU-hosted by default
n8n in Berlin, Qdrant in the EU, Azure OpenAI via Microsoft EU
Operable by your team
low-code architecture documented for non-technical operators
1. Discovery workshop
2. Build a working prototype
3. Hand over
We bring a decade of impact-tech experience and over 160 AI projects since 2019. Through our free AI for Impact course, more than 100,000 people have learned to use AI for the common good. We do not run inspiration days. We run scoping sessions and build engagements that ship – the way we have delivered AI for the organisations below:
A leading member network – production RAG chatbot serving 1,000+ HumHub members on n8n + Qdrant + GPT-4 via Microsoft EU, delivered in four sprints
GDV (German Insurers Association) – AI Knowledge Assistant over tens of thousands of policy documents for 400+ member companies, on Azure AI Search + GPT-4o via Microsoft AI Foundry. Halved research time, prevented shadow AI, increased employee satisfaction
A leading German association – AI Member Platform combining chat-based discovery with traditional category filters
A leading donation platform – AI email agent with mandatory human review in pilot, on N8N and Azure OpenAI
Evangelische Bank – production sustainability scoring B2B tool aligning customers with the Paris 1.5°C climate target via XDC metrics, on bank-compliant Kubernetes infrastructure
Mother Earth AI – self-hosted voice agent for climate communication, K3-Preis 2023 winner
Default stack: n8n in Berlin, Qdrant in the EU, Azure OpenAI via Microsoft EU Sovereignty, plus open-source EU alternatives like Mistral and Milvus on request.
AI does not replace your operators or your experts. It removes the lookup, the routing and the first-draft work. The judgement call stays with a human, especially anywhere accountability matters.
Mandatory human review for outbound communication. Anything that goes to a customer, member or beneficiary should be drafted by AI and signed off by a human. We build that constraint into the workflow, not as an afterthought.
Hallucination is the failure mode to design against. Grounded RAG with citations, not free-text generation. If a system cannot cite its source, treat its answer as a guess.
How long does a first project take?
Is your stack EU-compliant?
Can our non-technical team operate the system?
Do you work under public procurement?
Tell us about your team and the workflow you want to improve. We will reply with a proposal and a date, usually within a working day.
Simon Stegemann
Co-Founder and CEO
