Data + AI

AI Development - Production-Ready AI for the Mittelstand

ZirkelTech develops production-ready AI systems that solve concrete business problems - not PoC demos that never reach operations. From SAP Joule to autonomous Agentforce agents to Databricks ML platforms: AI that is grounded, governed, and measurable.

Key Services
Engineering with Impact.

Production-ready AI systems - from strategy through ML platforms to agent orchestration.

01

SAP Joule & BTP AI Core - Generative AI for SAP

SAP's generative AI foundation with BTP AI Core as LLM orchestration runtime. Grounded inference pipelines with RAG over Datasphere semantic layers, Azure OpenAI-hosted models, and full master data traceability.

#SAP Joule #BTP AI Core #Azure OpenAI #RAG #Grounded LLMs #Datasphere

02

Azure OpenAI Service - Custom LLM Application Development

Production-ready LLM applications on Azure OpenAI: GPT-4o fine-tuning, prompt flow orchestration via Azure AI Foundry, vector search with Azure AI Search HNSW indexing, and Semantic Kernel multi-agent pipelines. GDPR-compliant in Azure Germany North.

#Azure OpenAI #GPT-4o Fine-tuning #Azure AI Foundry #Semantic Kernel #Azure AI Search

03

Databricks Mosaic AI - ML Platform Engineering

End-to-end ML platforms on Databricks: Unity Catalog feature stores, MLflow experiment tracking with Optuna hyperparameter sweeps, LLM fine-tuning with DBRX or Llama 3 on GPU clusters, and model serving endpoints with A/B traffic splitting.

#Databricks Mosaic AI #Unity Catalog #MLflow #DBRX #Llama 3 #Model Serving

04

Agentic AI Systems - Multi-Agent Orchestration

Autonomous multi-agent systems: LangGraph stateful agent graphs, CrewAI role-based crews with tool use, AutoGen conversational networks, and Semantic Kernel Process Framework for human-in-the-loop approval chains.

#LangGraph #CrewAI #AutoGen #Semantic Kernel · pgvector #Azure AI Search #ToolUse

05

Computer Vision & Industrial Inspection AI

Computer vision for quality assurance and defect detection: Azure AI Vision custom models, NVIDIA Triton Inference Server, and YOLOv10 trained on your manufacturing data. Deployment on Azure IoT Edge or NVIDIA Jetson with sub-10ms latency.

#Azure AI Vision #NVIDIA Triton #YOLOv10 #ONNX Runtime · Azure IoT Edge · NVIDIA Jetson

06

Predictive Maintenance & Time-Series Forecasting

ML-powered predictive maintenance pipelines: OPC-UA/MQTT sensor data into Azure Event Hubs, processed in Databricks Structured Streaming with Prophet, LSTM, and TFT. Anomaly scores in Power BI and automatic SAP PM work order triggering.

#Azure Event Hubs #Databricks Streaming #Prophet #LSTM #TFT #OPC-UA #AP PM

07

NLP & Document Intelligence - Process Automation

Automation of document-intensive processes: Azure AI Document Intelligence, Hugging Face Transformers for German-language NER and classification, LLM extraction pipelines for invoices and contracts. Structured output validated against SAP vendor master data.

Azure Document Intelligence #Hugging Face #spaCy #German NLP #SAP BAPI #IPA

08

MLOps & Model Governance Platform

Production-ready MLOps with Databricks MLflow Model Registry, approval-gated stage transitions, and Evidently AI drift detection. Feature pipelines via Apache Airflow, SHAP explainability reports, and Unity Catalog row-level security for regulated environments.

#MLflow #Evidently AI #Apache Airflow #SHAP #Unity Catalog #BaFin Compliance

09

AI Strategy & Proof-of-Concept Sprints

Structured 4-6 week PoC sprints: ROI-based use case assessment, architecture decision records for model selection, rapid prototyping with LangChain or Haystack RAG pipelines, and production readiness assessment covering security, latency, cost, and regulatory risk.

#AI PoC #LangChain #Haystack #RAG #ADR #AI Readiness Assessment

30–40%
Improved Decision-Making:
AI-driven insights and analytics
25–35%
Increased efficiency
Automation and optimisation of key processes
100%
Reliability of AI models
Continuous monitoring and optimisation
Details of service
Key Results from Artificial Intelligence (Ai) Services
  • Strategic AI planning: Developing a comprehensive AI strategy that is aligned with your business objectives.
  • Future-proof initiatives: Ensuring that your AI infrastructure is scalable and adaptable to future requirements.
  • Model development and training: Creating and training machine learning models to solve complex business problems.
  • Predictive analytics: Using AI to predict trends and outcomes to improve your decision-making process.
  • Text analysis and sentiment analysis: Implementation of NLP models to understand and analyse text data to improve customer interaction.
  • Chatbots and virtual assistants: Creation of AI-driven chatbots and virtual assistants to automate customer support.
  • Image analysis and processing: Use of AI solutions for image recognition and processing tasks.
  • Visual data evaluation: Use of computer vision to interpret and analyse visual information for operational efficiency.
Reference Projects

Selected Client Projects

Market Science Algorithms
Big Data & AI

Market Science Algorithms

Algorithm-based applications for highly sensitive market analyses.

+35% Forecast Accuracy
SAP S/4 Implementation & Shared Service
Global Manufacturing

SAP S/4 Implementation & Shared Service

SAP S/4 HANA implementation with 24×7 support.

Go-live in 6 Months
AI-Driven Drone Monitoring & BIM
Construction

AI-Driven Drone Monitoring & BIM

AI-based drone LiDAR systems as part of BIM.

40% Time Saving
Shopfloor Workflow & Analytics
Industry 4.0

Shopfloor Workflow & Analytics

SaaS platform for digital transformation in the automotive supplier industry.

Real-time Transparency
MS Dynamics CRM Implementation
Logistics

MS Dynamics CRM Implementation

MS Dynamics CRM implementation with 24×7 support.

24/7 Support SLA
Product Configurator & Legacy Modernisation
Mittelstand

Product Configurator & Legacy Modernisation

Shared service support with continuous improvement.

30% Efficiency Gain
Market Science Algorithms
Big Data & AI

Market Science Algorithms

Algorithm-based applications for highly sensitive market analyses.

+35% Forecast Accuracy
SAP S/4 Implementation & Shared Service
Global Manufacturing

SAP S/4 Implementation & Shared Service

SAP S/4 HANA implementation with 24×7 support.

Go-live in 6 Months
AI-Driven Drone Monitoring & BIM
Construction

AI-Driven Drone Monitoring & BIM

AI-based drone LiDAR systems as part of BIM.

40% Time Saving
Shopfloor Workflow & Analytics
Industry 4.0

Shopfloor Workflow & Analytics

SaaS platform for digital transformation in the automotive supplier industry.

Real-time Transparency
MS Dynamics CRM Implementation
Logistics

MS Dynamics CRM Implementation

MS Dynamics CRM implementation with 24×7 support.

24/7 Support SLA
Product Configurator & Legacy Modernisation
Mittelstand

Product Configurator & Legacy Modernisation

Shared service support with continuous improvement.

30% Efficiency Gain
What Clients Say

Decisive for Your Ecosystem

Contact

Let's shape the future together!

Write us an email at or complete the form.

231 Oak Park Blvd., Oakville, ON L6H 7S8, Canada
275 New N Rd, London N1 7AA, UK
224 W 35th St, Ste 500, New York, NY 10001, USA
Nauschgasse 4/3/2 Vienna 1220, Austria
H-17, Sector 63, Noida 201301, India
Hermetschloostrasse 77, 8048 Zürich, Switzerland
Do you have any questions or would you like to discuss a project? We look forward to hearing from you.