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Webinar

 

 

Upcoming
AI can generate plausible schema mappings and transformations quickly, but teams often lack a repeatable method to prove the target system preserves source values, edge-case behavior, and business logic.
Proving the Target Matches
October 22, 2026

What we will cover

AI can move your data faster than any migration team you’ve worked with. The question is whether you can prove it moved correctly.

Join us for a live conversation about using AI to migrate data, and how to know the result is right.

Stefan Nica, Data Practice Lead at Tecknoworks, leads the session. He’ll teach the method his team uses on AI-assisted migrations, from mapping to transformation to validation, and show where a human check still has to come before anyone trusts the output. You’ll leave with an approach you can apply to your own next migration.

  • Where AI genuinely speeds up your migration, and which steps you shouldn’t hand over yet
  • How you check AI-generated mappings and transformations against source values and the edge cases sample testing tends to miss
  • How you turn business logic into testable rules, so equivalence is something you can run on every load
  • How you build an AI-assisted migration method your team can repeat and defend to stakeholders

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Presented by

Stefan Nica

Data Practice Lead, Tecknoworks

Stefan Nica leads the Data Practice at Tecknoworks. With a background in physics, he approaches data the way a scientist approaches a phenomenon: he analyzes the numbers until he understands why the system behaves as it does, and he trusts a result only when the evidence proves it.

Who this is for

  • CTOs, CIOs and data leaders deciding how much of their next migration or modernization to hand over to AI
  • Data and platform engineers who’ll own the mappings, pipelines and reconciliation when the target goes live
  • Integration and modernization teams moving off legacy systems where business logic lives in old procedures nobody’s documented
  • Anyone who’s watched an AI tool generate a migration in minutes and wondered how they’d prove it got everything right

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Format and logistics

  • Where is it held? On GoToWebinar. You will receive the join link by email after registering.
  • What if I cannot attend live? Register anyway. We send the recording to everyone who signs up.
  • Is it a sales pitch? No. It is an engineering session, presented by the people who build these systems.