ENTERPRISE AI FOR INDUSTRIAL GROUPS & MULTI-PLANT MANUFACTURING

Scalable Industrial AI architectures for Switzerland's MEM, MedTech, and process industries.

We partner with large manufacturing enterprises, global machine and plant builders, and MedTech and process industry groups to integrate AI across plants into SAP S/4HANA, Siemens Opcenter / MES, PLM landscapes, predictive quality, and global supply-chain resilience.

YOUR AI ORIENTATION

01 · FOCUS & APPLICATION AREA

AI means so many things. Which AI do you actually need? What is your specific area of application?

02 · FROM EXPERIMENT TO ENTERPRISE

We help - from short-term pilot projects and rapid experiments all the way to enterprise solutions.

03 · DISCOVER THE POSSIBILITIES

Simply streamline daily workflows or transform an entire business unit with autonomous agents? Discover the possibilities with us.

Built for Industrial Groups, MEM Leaders & MedTech

Legal certainty & data sovereignty in Switzerland.

Deep Integration with SAP S/4HANA, Siemens Opcenter, MES, PLM & CAQ

Vendor-neutral technology & architecture selection.

Air-Gapped / Swiss Private Cloud for Maximum IP Protection & ISO/GxP Compliance

Strategy, process automation & custom software.

Consulting Offer

Strategy, Governance & Implementation

We combine strategic foresight with industry-specific compliance and technical process implementation.

Level 1: Global Engineering, PLM & Technical Sales

Knowledge Scaling, Variant Costing & Specification Auditing

Before we install technology, we create clarity.

  • Enterprise Specification & Compliance Engine: Automated cross-checking of thousands of pages of international tenders against internal factory standards, tolerance limits, and commercial terms.
  • PLM- & ERP-Connected Similar-Part Intelligence: Cross-plant similarity search across millions of historical components, BOMs, and routings to prevent part duplication and sharpen target costing.
  • Automated Technical Documentation & Regulatory Dossiers: Generation and terminology-consistent translation of CE manuals, safety data sheets, and technical files in 20+ languages.

Level 2: Multi-Plant Shopfloor, MES & Quality Management

Predictive Maintenance, Computer Vision & CAPA/8D Automation

Innovation without risk. We make your AI audit-ready.

  • Cross-Plant Maintenance & Diagnostic Copilot: Correlates OPC-UA machine telemetry, PLC error logs, and global service reports to minimize unplanned downtime and boost OEE.
  • Scalable Computer Vision & Inline Quality Control: Edge AI models deployed directly on the line for real-time detection of micro-cracks, dimensional deviations, and assembly defects.
  • Audit-Ready CAPA, 8D & Quality Management: AI-assisted root-cause analysis and documentation for ISO 9001, IATF 16949, ISO 13485, and FDA-regulated manufacturing environments.

Level 3: Supply Chain Resilience, Procurement & Trade Compliance

Supplier Risk Analytics, S&OP Optimization & Export Control

This is where value is created. We integrate AI deeply into your value chain.

  • Intelligent Supplier & Contract Management: Automated analysis of global framework agreements, price-escalation clauses, quality assurance agreements (QAA), and supplier performance data.
  • Customs, Export Control & ESG Automation (CBAM / Scope 3): AI-assisted tariff classification, dual-use/SECO screening, and consolidation of carbon and origin data across the supply chain.

AI Solution Horizons

From Quick Wins to Transformation

Structured implementation steps tailored to your industry value chain.

01
Phase 1: Global Engineering & After-Sales Intelligence

Short-Term

Rapidly scale AI-assisted engineering, tender analysis, and field-service knowledge across multiple plants and international sales subsidiaries.

Global RFQ & Tender Analyzer

Automated auditing of thousands of pages of international customer specifications, quality norms, and delivery terms.

Global Field-Service Copilot

Multilingual RAG platform spanning all machine generations, PLC documentation, PLM BOMs, and service ticket histories.

Industrial IP & Export Governance

Protection of critical engineering data (CAD/PLM) and automated screening for export control and dual-use regulations.

02
Phase 2: SAP S/4HANA, MES & Predictive Quality

Medium-Term

Deep integration of shopfloor telemetry (OPC-UA / IoT), quality management systems (CAQ), and SAP S/4HANA or Siemens Opcenter.

Predictive Quality & Inline Computer Vision

Automated 100% optical inspection correlated with process parameters to minimize scrap in high-volume production.

Automated CAPA & 8D Management (ISO / FDA)

Cross-plant root-cause analysis, deviation management, and audit-proof documentation under ISO 9001, IATF 16949, and ISO 13485.

Global Supply Chain & S&OP Intelligence

Early detection of supplier disruptions, lead-time risks, and bottlenecks across multi-tier supply chains.

03
Phase 3: Connected Smart Factory & Autonomous Operations

Long-Term

Build a sovereign Industrial AI platform for multi-plant scheduling optimization, digital product passports, and R&D acceleration.

Multi-Plant Digital Twins & Scheduling

AI-driven capacity, energy, and setup optimization across global production sites.

Generative R&D & Material Simulation

Accelerate product engineering, variant management, and regulatory submission dossiers.

Scope 3, CBAM & Digital Product Passport

Automated tracking of supply-chain emissions, certificates of origin, and regulatory product passports.

Swiss Tech & Data Architecture

Enterprise Industrial AI Stack: From PLM and SAP S/4HANA to the Edge

We design and deploy high-security, hybrid AI architectures for multi-site Swiss industrial enterprises.

Integrations & Standards:SAP S/4HANA / PP / QMSiemens Opcenter / TeamcenterOPC-UA / MQTT / Edge AIPTC Windchill / CADproAlpha / Abacus EnterpriseISO 9001 / 13485 / IATF 16949

Air-Gapped, On-Premise or Dedicated Swiss Cloud

Uncompromising protection of your intellectual property (patents, CAD data, process parameters) against industrial espionage and data leakage.

Hybrid IT/OT Data Integration

Bridges unstructured engineering documents, ERP transaction records, and high-frequency machine sensor streams.

Auditable Quality & Compliance Pipelines

Full traceability, version control, and human-in-the-loop sign-off for regulated markets and the EU AI Act.

Collaboration

Tailored to Your Needs

Whether a clearly defined project or agile support – you have full cost control.

Project Package

Maximum Planning Certainty

Ideal when the goal and scope are clearly defined. We agree on a fixed outcome at a fixed price. Scope, milestones, and acceptance criteria are bindingly defined before the project starts. Any changes are coordinated with you before implementation.

  • Result GuaranteeWe deliver until the agreed goal is achieved.
  • Budget SecurityYou know exactly what it costs. No surprises.

Expert-on-Demand

Agile Support & Interim

Book our experts flexibly as needed – whether as a strategic advisor for a few hours or as an integral part of your team.

  • Interim-SupportWe work hands-on operationally to bridge bottlenecks.
  • No OverheadFull flexibility without long-term staffing commitments.

Approach

What Are the Next Steps?

Erstgespräch (Free)

We discuss your goals with you and clarify without obligation where AI has the greatest leverage in your company. Together we define the framework for a potential collaboration.

1
2

Deep Dive Audit

We analyze your data and processes to uncover concrete automation potentials. We prioritize the use cases that deliver the highest ROI.

Pilot Phase

Instead of pure theory, we implement a working pilot project in a selected area. This proves measurable value risk-free before larger investments are made.

3

Scaling

We roll out the solution, empower your team through training, and establish Swiss FADP-compliant guidelines for sustainable, secure operation.

SCIENTIFIC EVIDENCE & INDUSTRIAL BENCHMARKS

Research Data on AI Adoption in Large-Scale Manufacturing

Studies from ETH Zurich (KOF), Stanford University, and Swiss authorities highlight the competitive advantage of scaled Industrial AI systems.

Top Factor2024

Scaling Advantage in Swiss Industrial Firms

Analyses by the KOF Swiss Economic Institute at ETH Zurich show that larger Swiss industrial enterprises lead in AI adoption and achieve durable productivity gains through deep ERP/MES integration.

Up to 50%2024

Faster Fault Diagnostics & Engineering Retrieval

Research cited in the Stanford HAI AI Index confirms that multimodal knowledge systems in engineering and field service reduce resolution times for complex faults and spec reviews by 35% to 50%.

Consulting FAQ

Answers for Decision-Makers

01

How does your Enterprise industrial consulting differ from your offering for smaller manufacturing SMEs?

  • For industrial enterprises in the enterprise segment, we design and deploy multi-plant, cross-border architectures: integrating AI directly into SAP S/4HANA, Siemens Opcenter/Teamcenter, PLM, and CAQ systems, enforcing granular role-based access controls, and ensuring compliance with IATF 16949, ISO 13485 (GxP), and the EU AI Act.
02

How do you guarantee the protection of our CAD/PLM engineering data and process parameters against industrial espionage?

  • We deploy dedicated private cloud architectures (e.g., Azure Switzerland North / AWS Zurich with private endpoints) or fully isolated on-premise / air-gapped language and vision models on your own GPU infrastructure. Not a single byte leaves your controlled security perimeter.
03

Can you unify historical maintenance logs, PLC manuals, and ticket systems across multiple plants and languages?

  • Yes. Our multimodal Enterprise RAG platforms connect German, French, English, and Chinese manuals, schematics, SAP PM notifications, and service tickets so field technicians worldwide receive accurate, source-cited diagnostic steps in their native language.
04

How do you support adoption across engineering and shopfloor teams at multiple sites?

  • Alongside technical platform delivery, we run structured Enterprise Enablement programs—from Executive Briefings and AI Governance Boards to specialized tracks for R&D, AVOR, and quality engineers, plus hands-on shopfloor training for shift leads and maintenance crews.

Artificial Intelligence tailored to your department

We are happy to assist you in consulting on your business processes and within your selected areas of the value chain:

Sales & Distribution

Sales & Distribution

Boost your conversion rates in sales: We show you how to leverage intelligent lead scoring and deeper customer insights to unlock hidden revenue potential.

Opportunities & Risks

Sales & Distribution

Risks

  • -Complex system and CRM integrations
  • -Poor data quality for forecasting
  • -Acceptance among sales staff
  • -Impersonal customer approach at scale

Opportunities

  • ✓Automated lead scoring models
  • ✓Predictive sales and precise revenue forecasts
  • ✓Personalized sales pitches in real time
  • ✓AI-supported sales call analysis
Marketing

Marketing

Minimize wastage in your marketing budget: We help you deploy hyper-personalized campaigns and dramatically accelerate your content creation using AI.

Opportunities & Risks

Marketing

Risks

  • -Violation of brand guidelines (Brand Safety)
  • -Data protection and compliance violations
  • -Quality and authenticity of generated content
  • -Dependence on AI algorithms

Opportunities

  • ✓Automated content generation
  • ✓Real-time personalization (Segments of One)
  • ✓Predictive analytics for budget allocation
  • ✓Scaling of creative processes
HR & Personnel

HR & Personnel

Relieve your HR department of administrative burdens. We guide you in building AI-supported workflows for faster, more accurate recruiting.

Opportunities & Risks

HR & Personnel

Risks

  • -Bias and discrimination in AI processes
  • -Data protection for sensitive personnel data
  • -Lack of human intuition in recruiting
  • -Resistance to performance tracking

Opportunities

  • ✓Automation of routine administrative tasks
  • ✓AI-supported matching of candidate profiles
  • ✓Prediction of fluctuation rates
  • ✓Personalized training programs
Customer Service & Support

Customer Service & Support

Provide premium 24/7 support without increasing headcount: We assist you in implementing smart, empathetic conversational AI assistants.

Opportunities & Risks

Customer Service & Support

Risks

  • -Frustration due to inaccurate chatbot answers
  • -Loss of human empathy
  • -Challenges with complex inquiries
  • -Data protection in customer communication

Opportunities

  • ✓Intelligent ticket categorization
  • ✓24/7 support via conversational AI
  • ✓Automated answering of standard questions
  • ✓Sentiment analysis to detect customer mood
Finance & Controlling

Finance & Controlling

Optimize your liquidity and cash flow forecasting. We support you in eliminating manual data entry and establishing precise real-time financial reporting.

Opportunities & Risks

Finance & Controlling

Risks

  • -Security vulnerabilities in automation
  • -Wrong decisions due to false assumptions
  • -Transparency of AI decisions (Black Box)
  • -Regulatory compliance requirements

Opportunities

  • ✓Automated invoice processing
  • ✓Precise cash flow and revenue forecasts
  • ✓Intelligent anomaly and fraud detection
  • ✓Real-time dashboards and automated reports
Sales & Distribution

Sales & Distribution

Boost your conversion rates in sales: We show you how to leverage intelligent lead scoring and deeper customer insights to unlock hidden revenue potential.

Opportunities & Risks

Sales & Distribution

Risks

  • -Complex system and CRM integrations
  • -Poor data quality for forecasting
  • -Acceptance among sales staff
  • -Impersonal customer approach at scale

Opportunities

  • ✓Automated lead scoring models
  • ✓Predictive sales and precise revenue forecasts
  • ✓Personalized sales pitches in real time
  • ✓AI-supported sales call analysis
Marketing

Marketing

Minimize wastage in your marketing budget: We help you deploy hyper-personalized campaigns and dramatically accelerate your content creation using AI.

Opportunities & Risks

Marketing

Risks

  • -Violation of brand guidelines (Brand Safety)
  • -Data protection and compliance violations
  • -Quality and authenticity of generated content
  • -Dependence on AI algorithms

Opportunities

  • ✓Automated content generation
  • ✓Real-time personalization (Segments of One)
  • ✓Predictive analytics for budget allocation
  • ✓Scaling of creative processes
HR & Personnel

HR & Personnel

Relieve your HR department of administrative burdens. We guide you in building AI-supported workflows for faster, more accurate recruiting.

Opportunities & Risks

HR & Personnel

Risks

  • -Bias and discrimination in AI processes
  • -Data protection for sensitive personnel data
  • -Lack of human intuition in recruiting
  • -Resistance to performance tracking

Opportunities

  • ✓Automation of routine administrative tasks
  • ✓AI-supported matching of candidate profiles
  • ✓Prediction of fluctuation rates
  • ✓Personalized training programs
Customer Service & Support

Customer Service & Support

Provide premium 24/7 support without increasing headcount: We assist you in implementing smart, empathetic conversational AI assistants.

Opportunities & Risks

Customer Service & Support

Risks

  • -Frustration due to inaccurate chatbot answers
  • -Loss of human empathy
  • -Challenges with complex inquiries
  • -Data protection in customer communication

Opportunities

  • ✓Intelligent ticket categorization
  • ✓24/7 support via conversational AI
  • ✓Automated answering of standard questions
  • ✓Sentiment analysis to detect customer mood
Finance & Controlling

Finance & Controlling

Optimize your liquidity and cash flow forecasting. We support you in eliminating manual data entry and establishing precise real-time financial reporting.

Opportunities & Risks

Finance & Controlling

Risks

  • -Security vulnerabilities in automation
  • -Wrong decisions due to false assumptions
  • -Transparency of AI decisions (Black Box)
  • -Regulatory compliance requirements

Opportunities

  • ✓Automated invoice processing
  • ✓Precise cash flow and revenue forecasts
  • ✓Intelligent anomaly and fraud detection
  • ✓Real-time dashboards and automated reports
Sales & Distribution

Sales & Distribution

Boost your conversion rates in sales: We show you how to leverage intelligent lead scoring and deeper customer insights to unlock hidden revenue potential.

Opportunities & Risks

Sales & Distribution

Risks

  • -Complex system and CRM integrations
  • -Poor data quality for forecasting
  • -Acceptance among sales staff
  • -Impersonal customer approach at scale

Opportunities

  • ✓Automated lead scoring models
  • ✓Predictive sales and precise revenue forecasts
  • ✓Personalized sales pitches in real time
  • ✓AI-supported sales call analysis
Marketing

Marketing

Minimize wastage in your marketing budget: We help you deploy hyper-personalized campaigns and dramatically accelerate your content creation using AI.

Opportunities & Risks

Marketing

Risks

  • -Violation of brand guidelines (Brand Safety)
  • -Data protection and compliance violations
  • -Quality and authenticity of generated content
  • -Dependence on AI algorithms

Opportunities

  • ✓Automated content generation
  • ✓Real-time personalization (Segments of One)
  • ✓Predictive analytics for budget allocation
  • ✓Scaling of creative processes
HR & Personnel

HR & Personnel

Relieve your HR department of administrative burdens. We guide you in building AI-supported workflows for faster, more accurate recruiting.

Opportunities & Risks

HR & Personnel

Risks

  • -Bias and discrimination in AI processes
  • -Data protection for sensitive personnel data
  • -Lack of human intuition in recruiting
  • -Resistance to performance tracking

Opportunities

  • ✓Automation of routine administrative tasks
  • ✓AI-supported matching of candidate profiles
  • ✓Prediction of fluctuation rates
  • ✓Personalized training programs
Customer Service & Support

Customer Service & Support

Provide premium 24/7 support without increasing headcount: We assist you in implementing smart, empathetic conversational AI assistants.

Opportunities & Risks

Customer Service & Support

Risks

  • -Frustration due to inaccurate chatbot answers
  • -Loss of human empathy
  • -Challenges with complex inquiries
  • -Data protection in customer communication

Opportunities

  • ✓Intelligent ticket categorization
  • ✓24/7 support via conversational AI
  • ✓Automated answering of standard questions
  • ✓Sentiment analysis to detect customer mood
Finance & Controlling

Finance & Controlling

Optimize your liquidity and cash flow forecasting. We support you in eliminating manual data entry and establishing precise real-time financial reporting.

Opportunities & Risks

Finance & Controlling

Risks

  • -Security vulnerabilities in automation
  • -Wrong decisions due to false assumptions
  • -Transparency of AI decisions (Black Box)
  • -Regulatory compliance requirements

Opportunities

  • ✓Automated invoice processing
  • ✓Precise cash flow and revenue forecasts
  • ✓Intelligent anomaly and fraud detection
  • ✓Real-time dashboards and automated reports
Sales & Distribution

Sales & Distribution

Boost your conversion rates in sales: We show you how to leverage intelligent lead scoring and deeper customer insights to unlock hidden revenue potential.

Opportunities & Risks

Sales & Distribution

Risks

  • -Complex system and CRM integrations
  • -Poor data quality for forecasting
  • -Acceptance among sales staff
  • -Impersonal customer approach at scale

Opportunities

  • ✓Automated lead scoring models
  • ✓Predictive sales and precise revenue forecasts
  • ✓Personalized sales pitches in real time
  • ✓AI-supported sales call analysis
Marketing

Marketing

Minimize wastage in your marketing budget: We help you deploy hyper-personalized campaigns and dramatically accelerate your content creation using AI.

Opportunities & Risks

Marketing

Risks

  • -Violation of brand guidelines (Brand Safety)
  • -Data protection and compliance violations
  • -Quality and authenticity of generated content
  • -Dependence on AI algorithms

Opportunities

  • ✓Automated content generation
  • ✓Real-time personalization (Segments of One)
  • ✓Predictive analytics for budget allocation
  • ✓Scaling of creative processes
HR & Personnel

HR & Personnel

Relieve your HR department of administrative burdens. We guide you in building AI-supported workflows for faster, more accurate recruiting.

Opportunities & Risks

HR & Personnel

Risks

  • -Bias and discrimination in AI processes
  • -Data protection for sensitive personnel data
  • -Lack of human intuition in recruiting
  • -Resistance to performance tracking

Opportunities

  • ✓Automation of routine administrative tasks
  • ✓AI-supported matching of candidate profiles
  • ✓Prediction of fluctuation rates
  • ✓Personalized training programs
Customer Service & Support

Customer Service & Support

Provide premium 24/7 support without increasing headcount: We assist you in implementing smart, empathetic conversational AI assistants.

Opportunities & Risks

Customer Service & Support

Risks

  • -Frustration due to inaccurate chatbot answers
  • -Loss of human empathy
  • -Challenges with complex inquiries
  • -Data protection in customer communication

Opportunities

  • ✓Intelligent ticket categorization
  • ✓24/7 support via conversational AI
  • ✓Automated answering of standard questions
  • ✓Sentiment analysis to detect customer mood
Finance & Controlling

Finance & Controlling

Optimize your liquidity and cash flow forecasting. We support you in eliminating manual data entry and establishing precise real-time financial reporting.

Opportunities & Risks

Finance & Controlling

Risks

  • -Security vulnerabilities in automation
  • -Wrong decisions due to false assumptions
  • -Transparency of AI decisions (Black Box)
  • -Regulatory compliance requirements

Opportunities

  • ✓Automated invoice processing
  • ✓Precise cash flow and revenue forecasts
  • ✓Intelligent anomaly and fraud detection
  • ✓Real-time dashboards and automated reports
Sales & Distribution

Sales & Distribution

Boost your conversion rates in sales: We show you how to leverage intelligent lead scoring and deeper customer insights to unlock hidden revenue potential.

Opportunities & Risks

Sales & Distribution

Risks

  • -Complex system and CRM integrations
  • -Poor data quality for forecasting
  • -Acceptance among sales staff
  • -Impersonal customer approach at scale

Opportunities

  • ✓Automated lead scoring models
  • ✓Predictive sales and precise revenue forecasts
  • ✓Personalized sales pitches in real time
  • ✓AI-supported sales call analysis
Marketing

Marketing

Minimize wastage in your marketing budget: We help you deploy hyper-personalized campaigns and dramatically accelerate your content creation using AI.

Opportunities & Risks

Marketing

Risks

  • -Violation of brand guidelines (Brand Safety)
  • -Data protection and compliance violations
  • -Quality and authenticity of generated content
  • -Dependence on AI algorithms

Opportunities

  • ✓Automated content generation
  • ✓Real-time personalization (Segments of One)
  • ✓Predictive analytics for budget allocation
  • ✓Scaling of creative processes
HR & Personnel

HR & Personnel

Relieve your HR department of administrative burdens. We guide you in building AI-supported workflows for faster, more accurate recruiting.

Opportunities & Risks

HR & Personnel

Risks

  • -Bias and discrimination in AI processes
  • -Data protection for sensitive personnel data
  • -Lack of human intuition in recruiting
  • -Resistance to performance tracking

Opportunities

  • ✓Automation of routine administrative tasks
  • ✓AI-supported matching of candidate profiles
  • ✓Prediction of fluctuation rates
  • ✓Personalized training programs
Customer Service & Support

Customer Service & Support

Provide premium 24/7 support without increasing headcount: We assist you in implementing smart, empathetic conversational AI assistants.

Opportunities & Risks

Customer Service & Support

Risks

  • -Frustration due to inaccurate chatbot answers
  • -Loss of human empathy
  • -Challenges with complex inquiries
  • -Data protection in customer communication

Opportunities

  • ✓Intelligent ticket categorization
  • ✓24/7 support via conversational AI
  • ✓Automated answering of standard questions
  • ✓Sentiment analysis to detect customer mood
Finance & Controlling

Finance & Controlling

Optimize your liquidity and cash flow forecasting. We support you in eliminating manual data entry and establishing precise real-time financial reporting.

Opportunities & Risks

Finance & Controlling

Risks

  • -Security vulnerabilities in automation
  • -Wrong decisions due to false assumptions
  • -Transparency of AI decisions (Black Box)
  • -Regulatory compliance requirements

Opportunities

  • ✓Automated invoice processing
  • ✓Precise cash flow and revenue forecasts
  • ✓Intelligent anomaly and fraud detection
  • ✓Real-time dashboards and automated reports

Initial consultation 100% free

Embed Industrial AI across your global manufacturing value chain

Schedule an Executive Briefing with our Industrial AI architects. We will show you how to connect Engineering, Shopfloor, and Supply Chain on a high-security enterprise platform.

Request Enterprise Briefing