Use Cases
AI Opportunities At A Glance
Concrete use cases from machinery, discrete manufacturing, and industrial services.
Powered by KogniLink
Validate & Author Proposals
Generate proposals automatically based on templates, cost data, and reference projects—complete with plausibility checks against historical wins.
Auto-Generate Data Sheets
Compile product data sheets from ERP, PLM, and technical documentation—consistent, current, and without copy-paste.
Search 8D Reports & Manuals
Use AI to search quality reports, 8D documentation, and technical manuals—surfacing relevant passages instantly with full source references.
Maintenance Assistant
Give technicians on-site access to maintenance protocols, spare-parts lists, and troubleshooting know-how through an AI assistant.
Custom ML
Chemical Structure Analysis
ML models for spectroscopy, structural elucidation, and lab automation.
Bill-of-Materials Optimization
Analyze and optimize BOMs using historical performance and cost data.
Value-Stream Analytics
Data-driven identification of optimization potential along the value stream.
Building Blocks
How We Deliver
KogniLink
Enterprise AI Platform
Document-centric AI for search, generation, and assistants—delivered on-premises, fully traceable, and integrated into your systems.
Custom ML
Tailored Models
When off-the-shelf tools fall short, we craft ML models for specific analysis and optimization tasks—from data exploration to production deployment.
AI-Assessment
With NEONEX
Not sure which use case has the biggest leverage? Structured identification and prioritization together with industry experts.
Partnership
AI Assessment With NEONEX
Together with NEONEX—consultants focused on industrial operations—we offer a structured AI assessment to identify, prioritize, and plan the right use cases.
Technology
Built For Industrial Requirements
On-Prem Or Private Cloud
Your data never leaves your environment.
Integration
Connect to ERP, PLM, MES, and DMS systems.
Enterprise Security
Granular roles and permissions plus SSO.
Traceability
Results always link back to source documents—no black boxes.
Industries
Where Our Solutions Run Today
Machinery & Industrial Equipment
Automotive & Tier Suppliers
Chemicals & Pharma
Plant Engineering
Who It's For
This Solution Fits When…
Proposal or documentation processes consume too much manual effort
Technicians spend too much time looking for information
You have ML requirements that standard tools cannot cover
Previous AI initiatives stalled after pilots
Data sovereignty is non-negotiable
You need clarity on which use case offers the greatest leverage
Let's Talk About Your Use Case
A no-obligation conversation—whether you need a concrete solution, an AI assessment, or a KogniLink pilot.
