Road to Intelligence as a Product: The Three stages (10/26)

Hey fellow AWS enthusiasts! ✨

Straight from the AWS Community Day DACH in September we'll welcome Olga Woschitz and Sahar Shoushtari who will lead us through the three stages of the evolution from brownfield data product to AI-ready data products and how to build them using AWS.

Thanks to Deloitte for sponsoring food and drinks during the evening. Add up to this we thank coworking nuernberg for providing once again their wonderful location.
Please be aware: Due to a staircase, the location is not fully wheelchair accessible. If you need assistance please contact us in advance.

📆 Tonight's Agenda
19:00 - Welcoming
19:15 - Talk by our speakers
20:00 - Networking and food

Looking forward to seeing you 👋🏻
Frank & Nora.

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The talk ⤵️
The three stages: Data Product, AI Readiness, Intelligence as a Product
While data products enable scalable ownership and AI readiness improves data preparation, neither removes manual effort or delivers value on its own, this session introduces the next stage: intelligence as a product.
We outline a three-stage evolution from brown field data products to AI-ready data products and than to autonomous, self-maintaining intelligence products. Building on a practical architecture, we show how AI agents can monitor, adapt, and continuously improve data products, turning them into systems that not only serve data. Drawing on real-world patterns, we demonstrate how domain teams can move from maintaining pipelines to owning intelligent, outcome-driven products.

The speakers⤵️
Olga Woschitz is a data architect focused on building the scalable, future-proof foundations required for modern AI. She specializes in designing systems that drive real business impact by connecting data strategy directly to implementation.
Her interest in AI-ready architecture grew from solving the real-world problems she saw inside organizations: Legacy pipelines that break under pressure. Teams that struggle to collaborate. Data that cannot support even basic analytics, let alone AI. This experience drives her to build modern, domain-oriented architectures that make AI possible instead of painful.

Sahar Shoushtari is an Automation & DevOps Engineer in the Technology & Transformation business unit at Deloitte, specializing in Engineering, AI & Data. Based in Berlin, Sahar brings a robust skill set to her role, with a strong focus on cloud technologies and application development. She is certified as an AWS Cloud Architect Solution , AWS Cloud Practitioner, HashiCorp Certified Terraform Associate, and holds an ITIL® V4.0 Foundation certification, showcasing her commitment to professional development and excellence in her field.

She has a professional experience of more than four years, working across the public, transportation, and financial sectors in solution architect, DevOps, cloud automation, and project management roles. She has contributed to large-scale projects involving AWS, k8s, IaC, and CI/CD automation, supporting deployments in both cloud and hardware environments.

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Please note:

At the event, photos and videos will be taken for marketing purposes both by our hosts and our location sponsors.
We try to offer a hybrid experience by providing a video stream of the talk. There will be no recording published after the event. Please also keep in mind, that we try our best effort to provide a good streaming experience. We don't offer a professional stream, so delays, technical issues or other interference are a matter to be tolerated.