← All work From the MZL portfolio · AI infrastructure
MessagePipe
One interface to reach people wherever they are — across every channel that matters.
The challenge
Reaching users means stitching together a dozen channels — each with its own quirks, limits, and failure modes. Most teams end up maintaining plumbing instead of building product.
What we built
A single messaging interface that reaches people across channels, handling the differences underneath so developers do not have to. Built with the ergonomics of a tool we wanted for ourselves.
The role of AI
The connective tissue for AI-native products that need to reach users — reliably, in the right place, at the right moment.
Why it matters
Proof that we build developer-facing infrastructure with real care for the people who use it — where the quality of the interface is the whole point.
Plumbing done properly, so you never think about it.