Sensors primitive

Vision Node

Inspection, identity, guidance, and defect memory at the edge.

A Vision Node packages cameras, lighting, models, inspection recipes, image evidence, and quality workflows into a reusable sensing primitive for AI-readable quality.

emits: quality proofFactory execution boundary

Sensors

module

Vision Node

signal

quality proof

value

factory outcome

1Inspection recipe

2Pass-fail result

3Image evidence

4Defect class

5Containment action

what it is

The primitive definition

Vision Node is the sensing and proof primitive. It can inspect a dimension, read a code, detect orientation, guide a robot, verify assembly, or record evidence for traceability. The value is not just the camera; it is the repeatable inspection contract and the data trail it creates.

how it works

From hardware to factory intelligence

01 The inspection recipe defines the part, feature, tolerance, lighting, trigger, pass-fail action, and evidence retention.

02 The node captures images or sensor readings and emits results to GridOS, quality workflows, and the data plane.

03 AI models assist with defect classification, anomaly detection, rework guidance, and trend summaries.

04 When a defect appears, the system connects evidence to lot, station, operator action, machine state, and downstream containment.

value

Why customers buy it

Finds defects earlier and creates objective evidence instead of relying only on manual checks.

Improves yield by turning defects into searchable trends and root-cause signals.

Enables traceability for customers, audits, recalls, and supplier conversations.

use cases

Where it lands first

Presence checkBarcode and OCRDimensional inspectionRobot guidanceFinal quality gate

composition

How it adds value to the grid

This primitive becomes more powerful when it shares events with GridOS, observability, AI copilots, support workflows, and nearby physical modules. That is the core Mattergrid strategy: deploy one useful managed cell, then compound the value through shared data, playbooks, and repeatable interfaces.

primitive catalog