Projects & references

AI becomes credible when it works in real operations.

We combine technology with the workflows, people and security requirements of real organisations.

hagebau Mössler – hardware store, building materials and garden

Reference · retail

hagebau Mössler.

A regionally rooted retail company with diverse operations across hardware, building materials and garden products. Together with management and business teams, we are developing a robust foundation for data-based decisions.

The aim is to connect operational and commercial information, prioritise opportunities realistically and prepare recommendations so people can decide with better context.

What matters in the project

From data access to a clear decision.

The exact implementation remains confidential. The visible principle is simple: reliable sources become a clear management view while responsibility stays human.

Management dashboard with metrics, analyses and actionable recommendations for human approval
01SystemsConnect sources02Management viewUnderstand context03RecommendationPrepare options04DecisionResponsibility stays clear
Understand existing systems +

Sources, responsibilities and business definitions are clarified before any metric is automated.

Build the management view +

Relevant metrics, deviations and context come together in one understandable view.

Recommendations with approval +

AI prepares options while decisions and changes to source systems remain with responsible people.

Traceable implementation +

Data states, rules, sources and review steps remain versioned and visible for acceptance.

Our own product concept

AI READY OS: not a black box.

Sources, knowledge, AI applications and human responsibility remain connected and understandable.

Three-layer AI READY OS product concept
KnowledgeAI applicationsGovernance with AIROS

Your use case

Which process should become easier?

We will assess your use case in a personal, no-obligation conversation – in Styria, Carinthia or online.