Connect with vviinn for the agentic shift

AI agents are coming to commerce

McKinsey estimates that AI agents could orchestrate up to $1 trillion in US retail alone by 2030. Globally, projections reach $3 to $5 trillion.

But agents are only as good as the information they work with. Without the right context, they might produce fast results, but not necessarily the right ones. Wrong outcomes in commerce are costly. Every unnecessary return is one too many.

Shopping agents need a context layer

That’s the problem vviinn solves.

vviinn builds the context layer for agentic commerce. It sits between product data and the AI systems acting on it. It gives agents the structured knowledge they need to make good decisions, not just fast ones.

At OMR 2026, this topic sparked some of our most energizing conversations yet. Watch the video to get a feel for the people and the thinking behind it.

Want to build this with us?

We are connecting with system integrators, agencies, solution providers, and consultants who are building for the shift; not waiting for it.

Drop us a few lines at smile@vviinn.com. No formal application. Just a conversation. Looking forward to hearing from you!