Webinar with Seqera and CytoReason: Trace any model back to its data.

Build It and They Won’t Come: The Adoption Playbook for AI-Ready Data

AI-ready data is often framed as a technology challenge, but that framing misses the point. The real barrier isn’t the tooling — it’s whether AI/ML practitioners actually change how they work. A strong architecture only matters if teams adopt it, and data scientists and ML engineers can be resistant to changes that platform teams introduce.

That shift doesn’t happen through top-down mandates or “build it and they will come” approaches. It happens when organizations start with their users, understand what matters to them, and make the value of change obvious through practical, visible wins. Only then does AI-ready data move beyond being an initiative and become a natural, embedded part of how work gets done.


Join this webinar and learn

  • What actually blocks adoption: the awareness gaps, entrenched habits, and mismatched initiatives that stall AI-ready data initiatives
  • How to understand your end users: what a data scientist or ML engineer’s day-to-day actually looks like, and why that changes your rollout plan
  • How to create early, visible wins: he difference between telling teams a new approach is better and showing them, one concrete use case at a time
  • How to scale beyond the first team: building a paved road, running a pilot, and connecting teams to the bigger picture

When?

Speakers

Joe Pringle

VP of Customer Success, lakeFS

Save your seat

Speakers

Joe Pringle

VP of Customer Success, lakeFS

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