From Pilot to Production
What you'll learn
- What it takes to move AI-generated product content from pilot to production-grade output
- How to turn a single packshot into on-model imagery, outfit variations, and market-ready assets
- How the v3 agent holds quality and consistency across a full catalog, not just hero shots
- Where human review still matters, and how feedback sharpens the next round of outputs
- How to start inside current workflows before scaling AI content across teams, markets, and channels
This session is designed to help content operations leaders move beyond AI experiments and into production, where generated assets meet brand and quality standards and can be reviewed, approved, and delivered at scale.
A Pilot Proves It Can Work. Production Proves It Scales.
AI can generate a strong product visual in seconds. The harder question is whether it holds up across a full catalog, on brand, at the quality your team would actually ship. That's the gap between a pilot that impresses in a demo and a system you can put into production.
This quarter, Dreem closed that gap. In this live session, Tierney Morgan and Ryan Brown will walk through what shipped in Q2 and show how AI product content has matured from experiment to production-grade output.
From One Packshot to a Market-Ready Catalog
You'll see how Dreem turns a single product image into on-model visuals, outfit variations, and video, and how the v3 agent holds quality and consistency across an entire catalog rather than just the hero shots. This is the proof behind the claim: image editing, model changes, the outfit builder, and the v3 agent, working together on real product content.
Can It Replace the Work?
That's the question enterprise teams asked last time, and this session answers it directly: where AI-generated content is ready to carry the load, where human review still matters, and how to move from internal and hybrid use toward scaled, external-facing production.
The focus is practical: what it takes to move AI content from pilot to production, and how generated assets become usable, reviewable, and deliverable across teams, markets, and channels.
Speakers