VISIONGO/Industrial Vision Intelligence

Build, run, and improve industrial vision systems with AI.

VISIONGO provides an integrated software platform for engineering, deploying, operating, and improving industrial vision systems.

Air-gapped factory executionSub-millisecond determinismZero cloud dependency
visionruntime — assembly_line_01 — stdout
>[INIT] VisionRuntime v2.4.0 (x86_64-linux-gnu, RealTime Kernel 6.8-rt)
>[MEM] Pre-allocated zero-copy frame pool: 4096 MB mapped in /dev/shm/vg_pool
>[CAM0] GigE Vision sensor attached: Sony IMX540 (4504x4504 @ 60 FPS, GenICam v3.1)
>[FIELD] OPC UA connection established -> opc.tcp://192.168.10.50:4840 (Jitter: 0.12ms)
>[EDGE] VisionEdge autonomous supervisor attached (Local Loop, Air-Gapped Mode: TRUE)
>[RECIPE] Verified inspection recipe: pcb_surface_inspection_v2.bundle
>[CYCLE #489201] Frame grabbed: 5120x5120 [DMA: 1.1ms] -> Inference: OK (Confidence: 99.8%)
>[CYCLE #489202] Frame grabbed: 5120x5120 [DMA: 1.0ms] -> Defect candidate in ROI#3
>[EDGE] Neural verification: Verified Defect (Scratch, 0.42mm). PLC Trigger Pin 40012 HIGH
>[CYCLE #489203] Frame grabbed: 5120x5120 [DMA: 1.1ms] -> Inference: OK (Confidence: 99.9%)
Product System

Four Focused Software Products. One Unified Architecture.

VISIONGO unifies the complete machine vision lifecycle—from engineering workstation design to high-throughput production lines, on-site edge intelligence, and optional cloud analytics.

BuildEngineering Workspace

VisionStudio

Build industrial vision applications.

The engineering workspace for designing, configuring, debugging, and building industrial vision applications and engineer workflows.

Visual workflow and node-graph orchestration
Real-time frame inspector & simulated camera feeds
Hardware communication mapping (GenICam, GigE Vision, USB3)
Explore specificationsLearn more
RunProduction Runtime

VisionRuntime

Run vision applications in production.

High-throughput, deterministic execution engine responsible for running the complete machine vision pipeline directly on the production line.

Sub-millisecond pipeline latency and determinism
Zero-copy frame sharing and hardware acceleration
Comprehensive industrial fieldbus protocols (Modbus, OPC UA, EtherCAT)
Explore specificationsLearn more
AssistOn-site Intelligence

VisionEdge

Bring AI intelligence to the factory floor.

Deployed on-site to provide VisionRuntime with local AI intelligence, automated verification, diagnostics, rollback, and real-time optimization.

100% Offline execution — strictly zero internet dependency
Real-time anomaly detection and false-reject verification
Automated inspection threshold tuning & parameter drift compensation
Explore specificationsLearn more
ExtendCloud Intelligence

VisionCloud

Extend industrial vision with cloud intelligence.

Provides cloud LLMs, fleet knowledge aggregation, multi-site analytics, defect clustering, and remote engineering intelligence.

Multi-site fleet telemetrics and yield intelligence
Industrial multimodal LLM reasoning & automated root-cause analysis
Cross-factory defect clustering and recipe synchronization
Explore specificationsLearn more
System Architecture

How They Work Together

Engineering design in VisionStudio. Hard real-time execution in VisionRuntime. Autonomous edge diagnostics in VisionEdge. Optional cloud insights in VisionCloud.

Industrial Independence GuaranteeAIR-GAPPED READY

Core industrial operation does not depend on the cloud. Designed for real industrial environments, including plant floors without Internet access.

Zero External Telemetry Needed
VisionStudioBuild

The engineering workspace for designing, configuring, debugging, and building industrial vision applications and engineer workflows.

Compiled Recipe Export (SDK Schemas)
Factory Floor Boundary (100% Offline Capable)
VisionRuntimeRun

Production Runtime

High-throughput, deterministic execution engine responsible for running the complete machine vision pipeline directly on the production line.

Sub-millisecond hard real-time
Local Loop
VisionEdgeAssist

On-site Intelligence

Deployed on-site to provide VisionRuntime with local AI intelligence, automated verification, diagnostics, rollback, and real-time optimization.

100% Offline local intelligence
Optional Cloud Telemetry & Asynchronous Sync
VisionCloudExtendOPTIONAL LAYER

Provides cloud LLMs, fleet knowledge aggregation, multi-site analytics, defect clustering, and remote engineering intelligence.

Architecture SpecNode Active

VisionRuntime

VisionRuntime is engineered in modern C++ for maximum throughput, sub-millisecond jitter, and 24/7 industrial resilience. It handles real-time image acquisition, low-latency image processing, zero-copy shared memory data flow, hardware communication, and deterministic PLC synchronization.

Target: Industrial PCs, Embedded Edge IPCs, Rackmount Factory Servers

Network: 100% autonomous local execution; zero cloud dependency

Role: Production line execution, image processing, hardware control

Internal Architecture Overview: “The VisionAgent system consists of VisionStudio, VisionRuntime, VisionEdge, and VisionCloud.” All inter-subsystem data contracts and communications are isolated through standardized SDK protocols, ensuring zero direct source coupling and air-gapped factory resilience.
Industrial Advantages

Why Industrial Engineers Choose VISIONGO

Purpose-built for operational technology (OT), uncompromising determinism, and data sovereignty.

AI-Assisted Engineering

Accelerate recipe creation and multi-camera calibration with interactive visual workflows, hardware simulators, and synthetic defect augmentation in VisionStudio.

On-Site Intelligence

Local neural arbitration by VisionEdge eliminates up to 85% of false-reject line stops. Compensate for illumination shifts and mechanical drift in closed loop.

Production-Grade Runtime

Engineered in modern C++ with zero-copy shared memory, core affinity thread pinning, and sub-millisecond determinism capable of running 24/7 at up to 120 FPS.

Cloud-Optional Architecture

Factory lines continue uninterrupted even if WAN connectivity is severed. Cloud is an optional asynchronous enhancement, never a single point of failure.

Designed for Industrial Environments

Deploy on standard industrial PCs, fanless edge appliances, or rackmount servers. Built-in hardware watchdogs, process isolation, and automated fail-safe rollback.

Open Integration Capability

Avoid proprietary lock-in. Direct protocol connectivity with GenICam, GigE Vision, USB3, Modbus TCP, OPC UA, EtherCAT, and open C++/Python SDK bindings.

Applications

Engineered for Demanding Inspection Tasks

From high-speed surface defect detection to automated optical inspection and DPM code reading.

Automotive & Precision Machining

Machine Vision Inspection

High-speed, sub-millimeter precision surface and dimensional defect detection for discrete manufacturing.

StudioRuntimeEdge
View Solution
Pharmaceuticals, Medical Devices, Packaging

OCR & Industrial Code Inspection

Robust reading and validation of laser-etched DPM, dot-peen codes, serial numbers, and expiry stamps on challenging surfaces.

StudioRuntime
View Solution
Electronics & Semiconductor Manufacturing

PCB & Electronics Inspection

Automated optical inspection (AOI) for solder bridges, missing SMD components, polarity reversal, and cold joints.

StudioRuntimeEdge
View Solution
Advanced Manufacturing & Automation

Industrial AI Assistance

On-site autonomous diagnostic reasoning and self-healing vision parameter adjustments for plant engineers.

EdgeCloud
View Solution
System Integrators & Enterprise Automation

Vision Workflow Automation

End-to-end integration uniting design workstations, factory fieldbuses, MES systems, and cloud analytics.

StudioRuntimeEdgeCloud
View Solution
Developer Ecosystem

Built by Engineers, for Engineers

Extensible architecture with standardized SDK protocols, verified schemas, and open community drivers.

Docs

Architecture & Documentation

In-depth technical guides covering pipeline design, determinism guarantees, zero-copy buffer pools, and deployment topology.

SDK

Standardized SDK & Schemas

Unified C++ and Python contract libraries. All cross-module and network communications adhere strictly to single-source protocol schemas.

API

Runtime & Fieldbus APIs

Complete API reference for OPC UA nodes, Modbus register mappings, REST management endpoints, and real-time streaming sockets.

Open Ecosystem

GitHub Ecosystem & Community

Collaborate with developers, star the project, report issues, and explore open-source adapters and sample hardware drivers on GitHub.

Examples

Production Recipes & Examples

Ready-to-deploy inspection templates: surface defect detection, OCR reading, multi-camera 3D calibration, and automated PLC handshakes.

Releases

Release Notes & Changelog

Stay updated with the latest performance optimizations, new industrial camera drivers, edge neural operators, and security patches.

Join the VISIONGO Developer Ecosystem

Contribute custom inspection operators, share industrial camera drivers, and interact directly with core systems engineers on GitHub.

Star on GitHub
Engineering Insights

Technical Resources & Architecture Notes

In-depth analysis of zero-copy buffers, air-gapped machine learning, and high-uptime industrial software engineering.

Article6 min read

Why Industrial AI Must Work Without the Cloud

Examining the physical realities of high-speed manufacturing: why network latency, jitter, air-gapped cybersecurity, and plant autonomy require 100% offline edge AI.

2026-09-28Read Article
Article8 min read

Building Reliable Industrial Vision Systems: Determinism, Jitter, and Fault Isolation

A deep architectural look into zero-copy frame management, real-time thread pinning, and contract-based IPC in high-uptime machine vision.

2026-09-15Read Article
Article7 min read

AI Agents for Machine Vision Engineering: Closing the Loop Between Design and Operations

How multimodal reasoning models and on-site edge agents transform machine vision from static manual calibration to self-improving autonomous inspection.

2026-09-02Read Article
Deploy on Your Production Line

Ready to upgrade your industrial vision systems?

Experience sub-millisecond determinism, air-gapped on-site AI, and intuitive visual pipeline engineering. Request an evaluation license or schedule an architecture consultation.

Direct: contact@visiongo.app