AI Agent for Materials

How to build an agent for materials

You can build an agent that follows the cycle of a material from start to finish: synthesis, characterization, coating and delivery, and when the case calls for it, it also models micrometric materials and for chips (development and creation, without manufacturing them here), with the record of every stage. These pieces and steps are the starting point, and you assemble them on natuleadan.app, on another platform that connects your equipment, or with open-source pieces, without being tied to a vendor.

The agent works for laboratories and plants: the laboratory lead decides which materials and tests enter the follow-up and with which limits. Tools with restricted access, such as the equipment or the characterization, are verified on demand when needed and may be subject to other terms and conditions.

How the agent works

The agent receives the syntheses, the tests and the batches per material, and compares them with the configured limits. It decides whether to record, notify or escalate. When a deviation or an impurity appears, it stops and waits for the lead’s indication before releasing the batch; if the case is critical, it notifies the operations guard. Every record is noted with time, batch and result, and the history makes it possible to reconstruct any campaign.

How to use the agent

With the equipment connected or manual upload enabled, your routine is to review the materials dashboard, handle escalated cases and adjust limits, tests and recipients when the campaign changes. The agent never releases a batch on its own and always escalates the deviation. You can pause a test or remove it from the program without losing its history.

Which tools you can connect

Connecting these tools is not just pasting an API: every connector goes through a normalization process so the data arrives in the same format, and the connection type (API, webhook or file), the security rules and the backup are defined. Your team’s infrastructure also comes in: who manages the credentials, where the connector runs and how it is monitored.

In materials, the advanced microscopy, the material characterization and the layer deposition are connected, in addition to the notice channels to the laboratory lead and the operations guard, which can be made of people or robots. When the case calls for it, the thermal curves, the batch purity and the traceability are added to close the history of every batch, along with the periodic summaries that order the campaign.

The contents of the tools must meet the system’s parameters to be usable inside the application: data format, permissions and response times. Our application solves that connection; you can also assemble it with third-party programs or use the application online.

Start now

You can set up this structure on natuleadan.app or on any open platform that connects your tools. If you use the application, create your account as an independent professional or as a company, and save it as a template to build your agent. Usage details live in pricing.