01 - Area
AI process automation
Language models, AI assistants and computer vision take over work with documents, correspondence and images.
cm-opti projectInsurance · NLP · Document automation · Regulated industry
Claims correspondence classification at an insurance company
An NLP model classifies an insurer’s claims correspondence in a GDPR-compliant environment. 25% fewer documents in the main queue, 90% accuracy, 30% smaller backlog.
cm-opti projectConstruction · Project management · RAG · Regulations and compliance
AI assistant for German construction regulations (HOAI and VOB)
An AI assistant answers questions about the German HOAI and VOB regulations and cites the legal basis. Getting to an answer takes 10 minutes instead of 1.5 hours.
Team experienceRetail · Computer vision · Stock control · Automation
Computer vision: matching shelf stock to system inventory
Computer vision compares shelf photos with system stock and flags discrepancies before they turn into stockouts or wrong orders.
02 - Area
Machine learning and forecasting
Machine learning models and data analysis support decisions on inventory, sales and product development.
Team experienceDistribution and logistics · Machine learning · Demand forecasting · Optimization
Demand forecasting and distribution optimization
ML models forecast demand at the item level, and optimization plans distribution while accounting for logistics costs, lead times and warehouse capacity.
Team experienceData and BI · Reporting · Power Query · KPI
Reporting automation: from 2.5 days to 2 hours
Standardizing and automating management reporting. Report preparation cut from 2.5 days to 2 hours with Power Query and clear KPIs.
Team experienceRetail · Recommendation system · Market basket analysis · Collaborative filtering · Cross-selling
A recommendation system built on hundreds of thousands of receipts
Analyzing hundreds of thousands of receipts shows which products are bought together. The patterns feed cross-selling, inventory planning and online product recommendations.
Team experienceProduct development · NLP · Clustering · Voice of customer
Forum content analysis: a new customer segment and product development
Clustering and analysis of posts from special-interest forums. A map of user expectations for a new customer segment and the development of a higher-margin product.
03 - Area
Systems integration
Systems exchange data on their own, and staff only approve the result.
cm-opti projectLogistics and freight forwarding · Systems integration · OCR · Document automation
Systems integration and automatic document capture in logistics
Capturing data from scans and emails, automatic entry into the TMS and data exchange between systems. Manual retyping is kept to a minimum.
Confidentiality and ownership
We do not publish client names or project details. We run every project in a secure environment, on the client side or in the cloud, in line with legal requirements and the GDPR. The rights to the code remain with the client, and the client’s data stays in its environment.
Not every process needs automation, and some companies need to get organized before they need technology. If you want to know where your company stands, describe your process. We will get back to you by the next business day and tell you plainly whether we think it makes sense.