← All work

Visual Multi-Agent Workflow Builder

Complex multi-agent orchestration made accessible through a drag-and-drop canvas

DeployAI Tooling12 weeks2 min read

The Problem

Enterprise teams want to build with AI agents but the tooling forces a choice: either write everything in code (which locks out non-engineers and slows iteration) or use a hosted no-code tool (which forces architectural decisions you didn't sign up for). There was no middle ground for teams that wanted real control over multi-step agent workflows without writing orchestration code.

The Approach

We built Modular9 — a visual multi-agent workflow builder that lets teams design, connect, and deploy agent pipelines through a drag-and-drop canvas interface. Built on Next.js and React Flow, with a node graph that maps directly to the underlying agent runtime.

Each node is a real agent or tool — not a wrapper around an opaque service. Connections describe data flow and control flow. The canvas reflects the actual execution graph, so what you see is what runs. Non-engineers can compose workflows; engineers can extend them with custom nodes.

The Outcome

Modular9 makes complex agent orchestration accessible to teams that previously couldn't build it at all. Workflows that would have required a sprint of engineering work are composed in an afternoon. The visual layer becomes the documentation — there's no gap between the diagram and the running system.

It's the kind of tool we built because we needed it ourselves. Now other teams use it the same way.

Next case study

Financial Data Lineage Pipeline

Big 4 consulting hours automated through end-to-end transaction-to-statement mapping

Have a similar problem? Let's talk.