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AI INTEGRATION & AUTOMATION

Bring Safe AI into Your Business

Tailored for growing organizations. I deploy real world AI applications that give you complete control through integrated monitoring and transparent workflows.

Karl Goering

ABOUT ME

Specialized in AI systems that actually get used and deliver real value in everyday operations.

I am Karl Goering, an AI developer specializing in Python, LangChain, and LlamaIndex. During my time at Skillbyte GmbH I was centrally involved in the conception and technical implementation of AI systems now running in production with real teams. I do not build prototypes — I build systems with clear architecture, transparent logic, and long-term maintainability.

Expertise Python · LangChain · LlamaIndex
Experience Enterprise AI · Skillbyte GmbH
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Use Cases

Four core solutions for real internal value

Every company has a unique data landscape and distinct process logic. That is why I do not build generic software, but rather custom solutions for your specific use case. You receive a system that integrates seamlessly into your existing infrastructure, delivers measurable results, and is genuinely adopted by your teams in their daily work.

Knowledge Assistant

The intelligent search for productive teams. This system answers complex questions based on your internal documents and links directly to the relevant sources. Perfect for onboarding, technical documentation, or internal policies. I customize the data connection, role concept, and search logic to fit your exact corporate structure. The result: reduced search time and significantly fewer repetitive questions.

Less search time, faster decisions, fewer inquiries

Support Copilot

The smart assistant for your customer service. It generates well-founded answer suggestions, handles initial ticket classification, and automatically documents knowledge from resolved cases. I integrate the solution directly into your existing ticket system and adapt escalation rules and tone of voice to your standards. This increases processing speed and ensures consistent high quality.

Shorter processing times, consistent quality, relieved seniors

Compliance Automation

The reliable assistant for policies and internal regulations. Inquiries regarding standards are answered precisely and with exact source references, including complete versioning and comprehensive audit trails. This relieves your specialized departments and makes every decision audit-proof. I implement all approval processes and documentation requirements strictly according to your guidelines.

Less risk, fewer inquiries, better audit preparation

Process Automation

Custom agents for your recurring workflows. These systems autonomously extract information, prepare decisions, and securely write back results. I always implement automations with clear boundaries, necessary approval loops, and complete logging. Every workflow is precisely tailored to your existing systems and responsibilities.

Fewer manual steps, higher throughput, clear governance

Process

Transparent implementation in four phases

The starting point is always your specific use case. From there, I develop a custom architecture that perfectly integrates your data structures and tools. My approach guarantees fast, visible initial results without ever compromising on data security or long-term maintainability.

01 Analysis and Concept

In the first step, we jointly define your goals, target audience, and relevant data sources. Based on this, I develop a comprehensive concept for permissions and quality criteria. You receive a clear project plan for the pilot with a realistic timeline and transparent risk assessment.

Use case and KPI definition
Data sources and access concept
Security and compliance requirements
Pilot scope and implementation plan
02 Pilot and Validation

I develop a fully functional pilot using your real data and essential integrations. The focus is on strict access control and the highest answer quality. This practical test shows us under real conditions which processes already work perfectly and where we have the greatest leverage for optimization.

Pilot system with real data
Integration of core sources
Initial evaluation and test queries
Feedback process with user group
03 Production Readiness and Hardening

Now I transition the solution into stable and secure production operations. I implement comprehensive monitoring, automatic alerts, and detailed quality measurements. This makes ongoing operations absolutely predictable and ensures the high quality of your results remains permanently measurable and protected.

Monitoring, logs, and alerts
Quality metrics and regression tests
Governance and admin functions
Documentation and handover
04 Operations and Optimization

After a successful go-live, I continuously develop your system further. I integrate new data sources, refine workflows, and strengthen security policies. Upon request, I take over the complete ongoing support to reliably secure your business value in the long term.

Operations and maintenance as needed
Regular evaluation reports
Roadmap for extensions
Reliable support in daily operations

RAG ARCHITECTURE

Turning your internal data into reliable answers

Retrieval Augmented Generation only works in a business environment through absolute control and transparency. I design the architecture so that all your data sources are connected strictly according to your authorization concepts. Every generated answer is backed by the corresponding internal sources. This builds real trust among users.

View deployment and operating models

On Premises

Maximum control. I install and configure the entire software environment directly on your own hardware or in your local data center. Your data never leaves your premises.

Private Cloud

The perfect balance of flexibility and security. I build the solution within your own cloud environment. Strict network boundaries and deep integration into your existing identity management to guarantee maximum security.

Managed Service

The fastest way to launch your project. I take over the complete hosting and secure operation of the application in certified German data centers. Everything runs strictly according to GDPR regulations.

Data Sources Embeddings Enterprise LLM Business Application

Contact

Free Architecture Consultation

Briefly describe your planned use case. I will get back to you within 24 hours with an initial assessment.

Karl Goering

Karl Goering

Your Direct Contact