Agents
AI Agents & Assistants
Assistants that can use approved tools, process information and handle defined tasks within clear permissions.
AI SYSTEMS & AUTOMATION
Custom AI systems built around real business processes.
I build AI solutions that go beyond a chat window. From agents and automation to APIs, WordPress extensions and complete platforms, I connect AI with the systems, data and workflows that actually matter to your business.
Purpose-built Integrated with existing systems Controlled data flows
WHAT I BUILD
From a single integration to a complete AI-enabled system.
The architecture follows the process, not the hype. Some projects need one precise integration; others require a platform with multiple services, permissions, data sources and AI components.
Automation
AI Automation & Workflows
Connect recurring work with AI, rules, approvals and existing systems to create controlled end-to-end workflows.
Integration
APIs, Integrations & Connectors
Connect AI with websites, databases, CRM systems, booking tools and third-party services through APIs and purpose-built connectors.
WordPress
WordPress Plugins & Extensions
Custom WordPress plugins, backend functions, API integrations and AI-enabled features designed around the actual business process.
Software
Platforms & Web Applications
Booking systems, customer portals, internal dashboards and bespoke web applications built as complete digital systems.
Private AI
Private & Local AI Systems
Local or controlled self-hosted AI for confidential data, internal documents and privacy-sensitive workflows.
REAL APPLICATIONS
AI where it can actually do useful work.
The model is only one component. Reliable systems also need permissions, interfaces, rules, quality checks, observability and a clear definition of what actions an AI system is allowed to perform.
AI-assisted website maintenance with GitHub and controlled deployment
An AI assistant can prepare changes in an existing website, version the code and trigger tests. Production deployment only happens inside a defined approval and rollback process.
- Respect existing components and architecture
- Version every change in GitHub
- Run tests and quality gates before release
- Automate deployment without giving up control
Custom applications instead of a generic chatbot
AI can be visible in the interface or operate entirely in the background as one component of a larger system.
- Booking and reservation systems
- Customer portals and internal tools
- WordPress plugins and custom backends
- CRM, DMS and API integrations
- Internal knowledge and document systems
FROM IDEA TO SYSTEM
Technology starts with the right process.
I do not start with a specific AI tool. I start with the task, data, users, risks and desired outcome, then select the architecture, models and interfaces that fit.
Requirements & process
Define goals, data sources, users, existing systems and the level of automation required.
Architecture & interfaces
Plan models, APIs, data storage, permissions, hosting and system boundaries.
Development & testing
Build iteratively, test real workflows and include error cases, approvals and recovery paths.
Deployment & operation
Release in a controlled way and prepare monitoring, documentation, maintenance and future development.
Private AI for sensitive and confidential data
Not every use case belongs in a public cloud. For privacy-sensitive work I can design local or controlled self-hosted architectures with defined data flows, access permissions and internal knowledge sources. Legal compliance still depends on the actual data, providers, contracts and infrastructure used.
INTERNATIONAL AI PROJECTS
Start a project review Berlin-based development, available internationally.
AI projects can be delivered remotely or include on-site workshops and implementation phases in the UK, the US or other markets when direct collaboration is useful.