AI Enablement in the Wild: Idea to Dev-Ready Story

Most "AI transformation" conversations stop at strategy. The harder problem is what actually changes in how a team works day to day.

In this episode of Miro Reframe, Josh Guice — Principal Architect at Liatrio — shares a year of real field notes from AI enablement engagements: watching product managers shape ideas before engineering ever sees them, replacing slide-deck training with pairing and teach-back, and learning that no workflow sticks unless the team structure around it changes too.

The session includes a live walkthrough — going from a raw idea to a dev-ready story using an agentic delivery workflow in real time, using a fictional example (Emerald Grove Pet Clinic) to show the process end to end. Expect honest field notes, not a product pitch: what worked, what didn't, and where teams got stuck.

What you'll take away:
– Why AI enablement fails as a training rollout
– Where the real bottleneck sits in most AI-enabled teams
– What to watch for in your own org that signals the tools are ahead of the structure
– A framework you can hold up against your own engagements

About the speaker:
Josh Guice is a Principal Architect at Liatrio, where he leads Innovation. Over two decades of being early to what's next — DevOps before it had a name, cloud before it was common, and now the edge of AI — with prior experience at AWS, Rackspace, Nike, and as a startup CTO.

About Miro Reframe:
Miro Reframe is a webinar series for consultants and agencies who know old ways of working aren't working anymore. We bring together leading practitioners to explore how modern consultancies are rethinking delivery, engagement, and impact in the age of AI.

Learn more about Miro for Consultancies & Agencies: https://miro.com/consultancies-and-agencies/

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