Prototype before promising
For anything uncertain we build a small proof first — a feasibility answer is cheaper in week three than in month six. Our AI damage analysis for insurance video calls started exactly that way.
We adapt, serve and operate open AI models on infrastructure you control — and build the software products, real-time platforms, integrations and platform operations that put them into production, for clients in Europe and India.
How we work
For anything uncertain we build a small proof first — a feasibility answer is cheaper in week three than in month six. Our AI damage analysis for insurance video calls started exactly that way.
Benchmarks on real workloads decide hardware, model variants and architecture — not datasheets or leaderboards. That discipline multiplied live-transcription capacity up to six-fold on the same GPU — room for over a thousand transcribed consultations a day on a single card.
Architecture, build, deployment and operations sit with one accountable team. We design for the second year, because that is where we personally end up living with our decisions.
What we do
You cannot run sovereign AI unless someone also builds the product, wires the integrations, runs the platform and answers the auditor. We do all five — which is why the AI actually reaches production.
Flagship domain
We work at the model layer — selecting, adapting, quantizing, benchmarking, serving and operating open models against your constraints: latency, language, hardware and data protection. Self-hosted on infrastructure you control.
What working at the model layer means
Custom software and product teams that build systems we are willing to operate for years.
WebRTC media, SFUs, SIP interop and live captioning — proven in the German banking sector.
CI/CD, containers, monitoring and managed ops, with GPU infrastructure as the specialty.
Payment rails, third-party APIs and AI services, with reconciliation and failure modes designed in.
Residency, access models, GDPR-by-design and DORA-aware terms — compliance-driven architecture.
Industries
Sectors we know, delivered through the six domains — not a seventh service.
Clients
We are the long-term engineering partner behind Sonar, a video-consultation platform used by German banks — which means our engineering runs in a channel banks put in front of their own customers.
Banking is one of the most demanding environments in software: data protection (GDPR), availability, and auditability are non-negotiable. That is the standard we build to — for every client.
Case studies
A self-hosted, GDPR-compliant AI stack tuned at the model layer — variant selection, precision, batching and serving configuration multiplied live-transcription capacity up to six-fold, enough for over a thousand transcribed consultations a day on a single GPU.
Real-time communicationProduct engineeringBanking & insuranceLong-term engineering partner behind Sonar, a video-consultation platform serving the German banking sector, including live multilingual captioning and translation in 15 languages.
Product engineeringManaged operationsWhat a long-term engagement with Vaagmodo looks like in practice: a stable senior team, continuous delivery and ownership beyond code.