Automation marketplace start from what others already built

Why a marketplace

Software developers rarely write a login system or an image classifier from nothing. They pull a library from GitHub or a model from Hugging Face and spend their time on the part that is specific to them. Physical automation mostly doesn’t work that way yet. A packing line that needs a robot to move fruit into crates usually gets designed from a blank page, even though some version of that cell has been built many times. The knowledge from each of those projects stays in one company’s files or one integrator’s head.

Starting from scratch every time makes even small projects expensive to plan, and many never get past that stage. In Bellwether, every workflow someone builds can be shared, and each shared workflow gives the next project in that field more to start from.

What you’ll find

Listings are sorted by field: manufacturing, logistics, healthcare, higher education, and so much more. You can browse a category, search, or just describe your process to Bellwether and ask whether anyone has automated something like it.

Whole workflows

A complete process from start to finish: every task, whether a person, AI software or a robot does it, the components each task needs, and the simulations of the robot steps. Use it as it is or as the starting point for yours.

Single tasks

One step, such as picking a soft object and placing it in a crate, ready to drop into your own workflow. We expect most people to use the marketplace this way, since a typical process is mostly common steps with one or two unusual ones.

3D objects

Scanned or generated models of real things, sold with or without physics. A physics-ready object carries properties like weight and how it deforms, so a simulated gripper grabs an orange the way a real one would. Objects with physics cost more because they make the simulation more trustworthy.

Plugins

Add-ons that make a simulation closer to real life. One example: a plugin that teaches a robot how a dog behaves, for robots that work where pets are around. Others will cover hard lighting or changing environmental conditions as developers build them.

Hardware

Robots, grippers, cameras and other parts, recommended at the step where your workflow needs them. You can buy them through Bellwether.

How it works while you build

You don’t have to go looking. When Bellwether turns your process into a workflow, it checks every task against the marketplace and marks the ones where a similar or identical task already exists. Pull one in, and that step uses work someone else already simulated.

Planning a full workflow can take days, and the marketplace keeps changing during that time. Bellwether keeps checking. If someone publishes a task on Tuesday that fits the workflow you started on Monday, Bellwether suggests it.

When no listing fits, Bellwether marks the step as an engineering gap and suggests ways around it: a part used in a similar automation, a local integrator, or 3GEN’s professional services. Sometimes you know something Bellwether doesn’t, like a custom gripper already sitting in your shop. Add it, and the gap closes for you and for the next person who needs that part.

Knowing what you’re reusing

Reusing a task only helps if the task actually works. Bellwether grades simulations against the job they are supposed to do, including simulations that users upload, and suggests how to improve a weak one. Knowing how far a simulation sits from its target is the first question in closing the gap between simulation and the real world, which is the core science 3GEN works on. You can read more on our Sim-to-Real Engine page.

The people behind the listings

Every listing comes from someone who has already worked through the problem you are facing. Bellwether gives each user a profile, with forums for each field and direct chat, so you can ask the person who automated a similar line what they would do differently. Students and faculty can plan and simulate automation projects for courses and research, then publish what they build for the next class or lab to start from. Some people will build and share automations simply because they know a kind of task well.

Selling on the marketplace

Anyone can list workflows, tasks, plugins and 3D objects, for free or for a price. Robot and component makers get a sales channel that reaches buyers at the exact moment a workflow calls for their kind of hardware. Integrators can publish the cells they build again and again, and start client projects from their own proven work.

Browsing is open to everyone. Saving, building with and buying from the marketplace come with a Bellwether membership.