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 machine vision commissioning, robotic cell and controls integration, 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
AvailabilityRaleigh, NC · Remote or hybrid · Travel to 25%
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 manufacturing quality analytics platform with a token-authenticated defect ingest API, subscription-aware access control, signed image URLs, and customer and admin dashboards.
Paired with an inspection-PC sync agent that uploads through a durable local queue with heartbeat and retry, so capture continues through network outages and resumes without operator intervention.
G-Stack Integrations
Industrial middleware and supporting services. The Manufacturing Hub normalizes vision systems, PLCs, CSV drops, MDB imports, and SQL tables into a single manufacturing event model.
Adds an MES outbound queue, REST APIs, and webhook delivery, plus a hash-chained compliance audit ledger and licensing built so pricing changes need no code deployment.
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 serial-number verification, pallet detection, multi-surface inspection, motion control migration planning, and on-site support.
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 DesignOCR, Pattern, and Histogram AnalysisLighting, Lens, and Exposure TuningRobotic Cells and Machine TendingPLC and Device IntegrationModbus TCP, EtherCAT, Ethernet/IPMotion Control and Safety InterlocksIndustrial Automation and ControlsNext.js, React, TypeScriptC#, .NET Core, Entity FrameworkNode.js and REST API DesignOAuth2, JWT, and Access ControlSQL Server, Postgres, and OracleMES and ERP IntegrationEvent Normalization and ETLOn-Site Commissioning and ValidationCNC Programming and DNC NetworkingTechnical Documentation and HandoffsOperator Training and Field Support
Field notes