Hybrid tool landscapes
SAP + DATEV + own industry CRM + 4 Excel logics — no standard tool covers this. We build the connection layer with clear data schema, documented interfaces, and AI-powered workflow choreography.
When standard tools cover 70 % but the missing 30 % cost the most — we build the whole solution. Architecture, code, integration, handover. Vendor-independent, documented, in your ownership.
SAP + DATEV + own industry CRM + 4 Excel logics — no standard tool covers this. We build the connection layer with clear data schema, documented interfaces, and AI-powered workflow choreography.
BaFin, MNB, IDD, MDR — if your sector is regulated, most SaaS is out. On-premise or EU hosting, audit trail, isolated data paths, model-swap capable. We deliver an architecture that passes internal compliance review.
Multiple AI agents working together — e.g. mail classification → routing → response generation → CRM update → escalation to the right case worker. Tool use, memory, safeguards. Production-grade, not demo stage.
Process mapping, data audit, ROI estimate per initiative.
Tech-stack selection, model strategy, risk matrix with roll-back.
Sprint-based in 2-week cycles, early pilot with real data.
Team training, playbook, docs, 90-day bug-fix guarantee.
A custom architecture instead of standard tool configuration: own data models, own integration layers, own workflow logic. Useful when the last 30 % between standard solution and your reality is decisive — e.g. industry compliance, own tool landscape, hybrid on-prem/cloud setups.
When the standard workaround costs more than the build. Heuristic: from 3 independent "unfortunately not possible" points in a standard tool, or when the integration between 2+ tools remains manual, custom typically pays off.
We deliver code and architecture that belongs to your company — not a tool configuration in a third-party system. You retain vendor independence, can expand the stack later or continue with other providers.
Discovery few days, architecture 2–3 weeks, build from 2 weeks upwards depending on scope. We start with a clear phase plan and fixed price from Phase II.
Model-agnostic: Claude, GPT, open-source depending on task. Stack: Python/TypeScript, n8n, Postgres/Supabase, vector stores (Pinecone, Qdrant), Vercel/Hetzner/AWS Frankfurt. Tools are selected per use case — not the other way around.
15 min, honest, no sales theater. We clarify whether a custom solution makes sense for your case — and in what order of magnitude.