Vision systems
inspection review, defect capture, cameras, lighting, and plant-floor workflows
Jason Grimberg // systems builder
Built for the floor. Designed for the team.
Thirteen years building the software layer between the plant floor and the business, spanning CNC and robotic cell automation, machine vision commissioning, and full-stack development. Certified Cognex and Keyence integrator.
Machine vision and industrial automationCommercial software without exposing client codeClear documentation, rollout, and support
BUILD LOG
github.com/grim409Current focusMachine vision, quoting systems, industrial SaaS
Working modeField-tested UI, APIs, automation, deployment
Proof of workActive GitHub history, shipped client systems, docs
Current workbench
What I'm building.
Industrial software
dashboards, sync agents, auth, storage, deployments, and operator-facing tools
Product systems
quoting, CRM-style flows, AI assistants, documentation, and support processes
Selected work
Recent projects.
VisionMetrics
A customer-facing inspection platform for defect review, synced images, gated downloads, machine keys, and field-ready configuration.
Connected the web app, storage, and sync agent so uploaded inspection images, defect context, and deployment tooling all work together.
G-Stack Integrations
The software-focused layer behind inspection systems, operator tooling, and AVI-support products delivered alongside broader automation work.
Packages the software side of the work into tools and products that support end users deploying automated vision and inspection systems.
Custom Inspection Programs
Ongoing client work across Cognex, Keyence, and supporting software for inspection, remediation, migration, and deployment planning.
Delivered systems and project frameworks spanning ESN inspection, pallet detection, top-side inspection, migration planning, and support visits.
Quoting & Workflow Tools
Private commercial tools for quoting, customer follow-up, AI-assisted admin work, and project visibility without exposing customer code.
Turns recurring business steps into clearer screens, faster decisions, and better handoffs between sales, engineering, and delivery.
Capabilities
How I plug in.
Industrial Software
Dashboards, operator tools, and support utilities built for real plant workflows instead of generic SaaS assumptions.
Vision and Automation
Inspection logic, camera systems, controls integration, and troubleshooting across manufacturing and quality environments.
Product Delivery
Requirements to shipped software: UI, APIs, deployment, validation, documentation, and field support handled end-to-end.
Workflow Automation
Quoting, CRM-style flows, AI-assisted admin work, and internal tools that reduce friction between sales, engineering, and delivery.
Data and Reporting
SQL, Postgres, and operational dashboards that turn plant-floor and product data into decisions instead of noise.
Field Deployment
On-site rollout, validation, and support across pharma, automotive, and industrial environments. Software that survives the floor.
Toolset
Stack and domains.
Cognex In-Sight and Keyence VisionMachine Vision and Inspection DesignCNC Programming and Robotic CellsPLC and Device IntegrationModbus TCP, EtherCAT, Ethernet/IPIndustrial Automation and ControlsNext.js, React, TypeScriptC#, .NET Core, Entity FrameworkNode.js and REST API DesignSQL Server, Postgres, and OracleMES and ERP IntegrationOn-Site Commissioning and ValidationTechnical Documentation and HandoffsOperator Training and Field Support
Field notes