
Cirql One provides the business context layer for enterprise AI: governed business logic directly from SAP, for precise and explainable AI results.
Cirql One provides the Business Context Layer for enterprise AI—the missing link between business processes and AI behavior within the organization.
AI has long had access to corporate data. What’s missing is the business context needed to deliver accurate results. Definitions, KPIs, customization logic, and governance rules are scattered throughout SAP and other systems. AI always provides an answer, but without context, it’s often the wrong one.
The Business Context Layer closes precisely this gap. Through Business Context Harvesting, Cirql One extracts business logic, KPIs, and governance rules from SAP and formalizes them into governed business data products: reusable building blocks that add value across all use cases. In this way, every AI decision is anchored in context, logic, and authority, serving as a source of truth for co-pilots, agents, and reports.
Founded in January 2025 by Gregor Stoeckler (CEO), Stefan Hockenberger, and Tara von Metzen, who collectively have over 20 years of SAP experience. Headquartered in Heidelberg.
Software
Data Migration
EIM (Enterprise Information Management)
ERP (Enterprise Resource Planning)
Artificial Intelligence (AI)/Machine Learning (ML)
Harmonization master data
Legacy data migration
Process and organizational consulting
Software development
Downloads
Your AI Initiatives Are Failing!
Download as PDFVideos
Why SAP Is Your Most Valuable AI Asset—If You Turn It Into Decision Logic!
Cirql One webinar recording with Carl Donsbach (Customer & Partner Success Manager) on the Business Context Layer for enterprise AI. Key takeaway: Enterprise AI initiatives fail not because of the models, but because business logic, rules, and governance are fragmented and not AI-ready. The webinar demonstrates how companies can extract this logic from SAP and other enterprise systems and transform it into governed, reusable business data products, serving as the foundation for agents, copilots, analytics, and automation.

