Rethink How You Build AI-Driven Systems¶
Most AI initiatives today still revolve around data at rest: pulling snapshots from databases, cleaning them, and feeding them into models. But your business doesn't operate in snapshots – it operates in events, actions, and outcomes.
So why doesn't your AI architecture reflect that?
Made by the native web
This site is run by the native web GmbH, a Germany-based company and recognized experts in CQRS, Event Sourcing, Domain-Driven Design, and event-driven architectures.
We have been helping teams worldwide design and build distributed systems for almost two decades. We are also the creators of EventSourcingDB, a purpose-built database for event sourcing, and of cqrs.com, a site explaining CQRS and Event Sourcing as foundation for modern software development and artificial intelligence (AI). We also maintain The Definitive Event Sourcing Database Guide, a guide to choosing the database that best fits your event-sourced workloads.
Beyond sharing knowledge here, we offer consulting, workshops, and hands-on support to help you turn these concepts into working systems.
Curious how we can support your project? Learn more about our Consulting and Workshops.
A Different Way of Thinking About AI and Data¶
Event Sourcing and AI/ML are not just separate technical topics – together, they offer a new perspective on how to build intelligent systems:
- Not as a pipeline that processes static datasets once in a while
- But as a living system that continuously learns from the actual flow of events in your domain
By capturing what happened instead of only storing the latest state, and by making these events directly available for analytics, features, and models, you can create AI solutions that are traceable, reproducible, and aligned with real-world processes – while remaining adaptable over time.
This site will show you how to connect Event Sourcing with AI to move from raw events to actionable insights.
Whether you are just exploring the idea or looking for proven practices: This is your starting point for building AI systems that speak the language of your domain.
What You'll Learn Here¶
Curious about how it all comes together? Start wherever it makes sense for you:
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New to Event Sourcing?
Understand how capturing events instead of state creates traceability, auditability, and flexibility
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Wondering how AI and Event Sourcing fit together?
Learn how to identify the right domain events for analytics and AI
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Interested in building AI-ready datasets?
See how to move from raw events to projections, features, and packaged data products
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Trying to understand how to operationalize models?
Follow our walkthrough of feeding models, generating insights, and closing the loop
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Already familiar with the basics?
Explore deeper topics like schema evolution, real-time vs. batch AI, and model drift detection
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Looking for tools to get started?
Explore frameworks and databases designed for Event Sourcing and AI
Need Support?¶
Looking into event sourcing as a foundation for AI or need guidance with modeling and architecture? Take a look at our Consulting and Workshops – we'd be happy to support you.