VisionAgent real-time industrial visual inspection
VisionAgent 3.0 · Visual Agent

One agent,
vision for the whole plant

The first visual inspection foundation model. Built on our in-house model, a new target goes live with just 1–5 sample images — one unit covering many lines and stations, zero-code orchestration, giving your entire line's “eyes” true generalization for the first time.

0.0B
Model parameters
0M+
High-quality industrial images
0+
Industries deployed
A paradigm shift

A general-purpose visual foundation model across industries

Once scale crosses the tipping point, intelligence “emerges”—100M+ high-quality industrial images × 1.3B parameters, with just 1–5 prompt samples per target class.

Massive labeled dataScenarioScenarioScenarioScenarioDedicated modelDedicated modelDedicated modelDedicated modelSmall CNN model: heavy labeling, single-purpose only
CNN → Transformer
A few prompt samplesA few prompt samplesVisual Inspection Foundation ModelUsecaseUsecaseUsecaseUsecaseUsecaseFoundation model: few-shot cross-domain generalization, general & easy
Product · VisionAgent

For line integration and machine integration

Built on our in-house vision inspection model, detection flows are composed with zero code, and a new target goes live on just 1–5 sample images.

Edge Agent
Local Agent

Edge Agent

For line integration

Learn more

Local Agent

For machine integration

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At a glance

Task coverage

Mixed tasks

Multi-task · multi-line · multi-scenario

Single task

Integrated inside the machine

Deployment

One-to-many

Across lines · across stations

Single machine

One unit runs the local application

Core strengths

Train & infer in one · few-shot go-live · zero-code orchestration

Train & infer in one · few-shot go-live · zero-code orchestration

Performance

Inference speed
200+fps
200+fps
Few-shot modeling
1–5shots

Fine-tuned on site · live in 2 hours

1–5shots

Fine-tuned on site · live in 2 hours

Core

Inference platform

NVIDIA · Huawei Ascend

NVIDIA · Huawei Ascend

Model base

In-house vision inspection model

1.3B parameters

In-house vision inspection model

1.3B parameters

VisionAgent software

Orchestration

Zero-code drag-and-drop canvas

Zero-code drag-and-drop canvas

Process control

Visual state machine

Sequenced standard operating flows

Visual state machine

Sequenced standard operating flows

Operator library

Native general-purpose operators

Native general-purpose operators

Line integration

MES / SCADA / PLC

MES / SCADA / PLC

Software updates

Remote OTA

Dedicated 4G link · never joins the plant network

Remote OTA

Dedicated 4G link · never joins the plant network

Common uses

  • Horizontal one-to-many — several lines share one unit
  • Vertical one-to-many — several stations on one line share one unit
  • Both directions at once — one unit spans lines and stations alike, mixed tasks in parallel
  • The agent integrated inside the machine — driven directly by its built-in PLC
  • Inference and training on the machine itself — no external server
Software · Drag-and-drop orchestration

Wire operators into an inspection pipeline by drag-and-drop

From camera to MES, connect nodes on the canvas—without writing a line of code.

VisionAgent visual operator orchestration interface
CameraFoundation modelLogicBuilt-in PLCPeripheralsMESOutput
Zero-code drag-and-dropNo professional programmers required
Visual state machineSequential control and action execution for standard workflows
Full operator libraryNative general-purpose operators for complex scenarios
What it does · On the factory floor

Beyond spotting defects—it understands every action

Process monitoring
Understands line actions: assembly errors, missed steps, hygiene compliance
Assembly inspection
Verifies parts and steps: missing, wrong, or reversed parts
Defect detection
Surface defects: scratches, stains, deformation, foreign objects
Dimensional measurement
Precision metal parts
In-line dimensional check
Precision manufacturing
Auto parts assembly monitoring
Leading automaker
PC assembly monitoring
Leading 3C contract manufacturer
Router inspection
Leading telecom company
IV compounding monitoring
Leading medical supplier
Ophthalmic device assembly
Medical devices
Dental & oral inspection
Leading dental chain
Fuel tank assembly
Leading automaker
Automotive wax injection
Leading automaker
Screw-fastening action monitoring
Assembly manufacturing
Brush speed monitoring
General manufacturing
Accessory packaging process
General manufacturing
Packaging process monitoring
General manufacturing
Packaging parts verification
General manufacturing
Dimensional measurement
Precision metal parts
In-line dimensional check
Precision manufacturing
Auto parts assembly monitoring
Leading automaker
PC assembly monitoring
Leading 3C contract manufacturer
Router inspection
Leading telecom company
IV compounding monitoring
Leading medical supplier
Ophthalmic device assembly
Medical devices
Dental & oral inspection
Leading dental chain
Fuel tank assembly
Leading automaker
Automotive wax injection
Leading automaker
Screw-fastening action monitoring
Assembly manufacturing
Brush speed monitoring
General manufacturing
Accessory packaging process
General manufacturing
Packaging process monitoring
General manufacturing
Packaging parts verification
General manufacturing

Tap to play · Swipe for more

De-risk the deal

Traditional machine vision means “sign first, customize later,” with no guaranteed results. We flip the process—see the results first, then talk business.

On-site demoVerified with real samplesFast few-shot modelingResults in as little as 1 day

Contact sales

Scan the code to reach our sales team and book an on-site demo.

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