We engineer, advise and integrate. From LLM-backed workflows and AI agents through classic software engineering with modern AI components — one source, production-ready.
Generic models cover 80% of tasks. For the other 20% we build bespoke systems — and for everything around them, the software that makes the whole thing work inside your business.
We dock language models onto your existing software — properly secured API layers, structured outputs, well-defined fallbacks. Whether Atoss, Dynamics, SAP or in-house.
Multi-step agents with planning, memory and tool use. LangGraph, Pydantic-AI or custom state-machine code — reproducible, testable, debuggable. No black box.
Retrieval-augmented generation with hybrid search: pgvector or Qdrant, BM25 + dense retrieval, cross-encoder re-ranking. Your company knowledge becomes searchable — precise instead of hallucinated.
Sovereign AI in your data center or with a German host. Air-gapped if needed, BYOLLM possible. No data in US clouds, no vendor lock-in.
Full-parameter tuning, LoRA, QLoRA for Llama, Mistral, Mixtral and other open-weight models. DeepSpeed, FSDP, multi-GPU. Eval and deployment plan included.
Cost-efficient specialization via LoRA adapters — and production MoE architectures like Mixtral when VRAM is tight. Domain-specific language without a full re-train.
Selection, tuning and operations of embedding models. pgvector, Qdrant, Weaviate. Strategies against embedding drift and for reproducible indexes across model swaps.
Structured prompts, output schemas with Pydantic or JSON Schema, reproducible eval suites with Promptfoo or Inspect-AI. You know before every deploy whether the system is actually better.
Automated handling of emails, quotes, documents and internal processes — combining a classical workflow engine with AI-backed steps where they actually help.
Chat-based assistants, internal knowledge tools, AI chatbots for your website. With clear guardrails, clean audit logs and GDPR-compliant data handling.
We also build without AI: REST and gRPC APIs, event-driven architectures, legacy system integration. AI is a component — solid engineering fundamentals are non-negotiable.
New applications where language understanding, reasoning and structured outputs are part of the architecture from day one. With MLOps setup (vLLM, TGI, Prometheus, MLflow) for production operations.
Business processes in n8n, Camunda, Temporal or hand-built — cleanly modeled, versioned, idempotent. BPMN where it earns its keep. Entirely without AI when deterministic behavior is what you need.
From static marketing sites built with Astro to interactive React and Next.js apps and internal platforms. Performance budgets, Core Web Vitals and accessibility are not optional.
Frontend, backend, database and deployment from one team — TypeScript, .NET, Python, Go. One team, one repo, one accountable path. No interface ping-pong between vendors.
Docker, Kubernetes, Helm, GitOps with ArgoCD or Flux. CI/CD pipelines, infrastructure as code with Terraform or Pulumi. Reproducible deployments — from laptop to production.
Sovereign hosting in Germany and the EU — Hetzner, Frankfurt, Nürnberg, or your own infrastructure. SLA, monitoring, backups, patch management. We operate what we build.
Tech audits, architecture reviews, second opinions on make-or-buy questions. We help with the refactoring path, the stack choice, or evaluating external offers — honest, technically grounded, no sales pressure.
Visual Basic 6, Delphi, classic ASP, Access databases: software that has delivered for twenty years — and is slowly turning into a liability. We migrate step by step to .NET 10, Blazor and MAUI. Parallel run, no big-bang.
We look at your data: quality, structure, license, privacy posture. Clear answer on what's possible and what isn't.
Open-weight or API? Which size? Which tokenizer? Which license? We recommend what fits your task.
Iterative: dataset, training, eval, iteration. With logs, with metrics, with pull requests.
On your GPU infra, in your cloud, or with us in Germany. With monitoring and SLA if you want.
Code, models, training pipeline, runbook — all documented, all yours. No vendor lock-in.
You have data you can't send to a US cloud.
You want to integrate AI into existing software — clean, secured, no black box.
You need a model that genuinely speaks your domain (legal, medical, industrial, government).
You want to automate processes — and need a partner who understands AI and classical software in equal measure.
You want to retain control over the model — updates, re-training, rollback.
You're looking for reinforcements on a specific project, alongside your in-house team.
You want to work with open-weight models — Llama, Mistral, Mixtral, DeepSeek.
Discovery call, 30 minutes, free. You describe the problem, we tell you whether we're the right people for it.