We create tangible business value with you in areas where we have deep Industrial Domain Expertise
Planning & Forecasting
Planning & Forecasting
Higher accuracy in Plannung & Forecasting leads to reduced inventories, less stock-outs and less waste. We build superior predictive models based on internal and external data sources to support you in the following domains.
- Early market indicators
- Customer demand forecasting
- Sales funnel and conversion
- Production planning beyond MRP
Sales & Marketing Effectiveness
Sales & Marketing effectiveness
Advanced analytics allow for better decision making and more granular understanding of performance in sales & marketing. We support you realize top-line business cases in the following domains
- Customer identification and potential
- Sales force effectiveness
- Marketing spend optimization
Product & service excellence
Product & service excellence
Predictive Maintenance is the number one use case in the machinery & equipment industry these days. We support you in the following domains
- Pricing optimization
- Predictive maintenance
- Product configuration
- Instrumentation and data driven services
Supply Chain Optimization
Supply Chain excellence
The supply chain is a data rich but heterogeneous data environment where advanced analytics, process mining and big data analytics enable significant cost and lead-time reductions. We support you in the following domains
- Purchasing optimization
- Logistics optimization
- Service and aftersales efficiency
Manufacturing Productivity
Manufacturing Productivity
Industry 4.0 is a hot topic in manufacturing industries. There are more and more real show-cases. They mostly rely on advanced data analytics. We support you in the following domains
- Quality control and improvement
- Manufacturing flow optimization
- industry 4.0 roadmap development
Our Advanced Analytics Toolbox is composed of proven open source tools. We integrate our solutions with your on-premise IT and the Cloud.
Small Data Analytics
Small Data Analytics
Around 80% of the advanced analytics use cases fall into the domain of “small data”. In order to realize the potential, agility and speed is key. We support you in fast exploration of business opportunities. We leverage open source implementations and have built our mlinsights toolkit on top of it. Logos: python, R, scikit learn
Process Mining
Process Mining
Process Mining is an underutilized today. We apply process mining in situations where real world processes show a lot of variation or differ from the “standard” in a complex way. We use Process Mining for Process model discovery, Process performance measurement and optimization as well as Process compliance
Deep Learning
Deep Learning
Deep Learning is the most powerful advanced analytics tool when it comes to computer vision, natural language processing and advanced prediction tasks. It requires a large amount of data and careful training. We rely on open source tools for Deep Learning.
Blockchain Technology
Blockchain Technology
Blockchain technology has applications beyond finance. Most relevant blockchain applications in industrial settings are Smart Contracts and Crypto Notaries today.
Big Data Analytics
Big Data Analytics
20% of the advanced analytics use cases require actual big data technology. mlinsights uses the opensource toolset from the Apache foundation in those situations. Even in these cirumstances, we recommend starting with a “Small Data Analytics” pilot as a value proof.