TALK TO YOUR FACTORY

Process & Hybrid Manufacturing, Made Agentic

What if your factory could tell you what's about to go wrong?

Plan ahead while you sleep?

Catch quality issues before they leave the dock?

That's what we're building — on top of operations software our customers have run for 17 years. One of them grew 300% by removing the manual bottlenecks that limit scale.

Today, Eukodyne MFX is the 19-module operations platform that replaces spreadsheets, paper logs, and tribal knowledge across planning, execution, quality, inventory, logistics, and customer comms.

Tomorrow, the platform becomes agentic. Your team asks. The factory answers. AI reasons against 17 years of operational ground truth — supervised by your people, sovereign on-prem.

Platform at a Glance

Three Layers, One Platform

The operational core that runs your plant today. The MCP-native API and data fabric we're building. The AI surface that reasons against both.

Layer 01

Industrial Data Fabric

Foundation in production · expanding

UNS broker, MQTT event streams, MCP server, REST API. The data layer everything else reaches into.

  • HiveMQ/Mosquitto + GPU broker plugin (UNS)
  • MCP server
  • .NET 10 REST API tier
  • Vector retrieval layer

Layer 02

Operational System of Record

In production since 2008

19-module MFX core spanning planning, execution, quality, inventory, logistics, and customer communications. Grown one module at a time, refined in production.

  • 9 MES modules
  • 3 TMS modules
  • 1 LIMS module
  • 5 Enterprise modules
  • 2 Agentic AI modules

Layer 03

AI & Analytics Surface

In design

Planning copilot, quality copilot, agentic chatbot, embedded reasoning. Every surface backed by the MCP-native API and the data fabric below.

  • Planning copilot
  • SparkHub7 on-prem chatbot
  • Grafana dashboards
  • Embedded variance reasoning

Plan vs Actual is Core to How MFX Runs

Every planning module is paired with an execution-capture surface—web + desktop today, web + web in build—so the system always knows the gap between what should happen and what did. That's also the foundation for the AI planning copilot we're building.

Our Software

Interactive walkthroughs for each core operational suite.

MES

Nine modules covering the production floor end-to-end: planning, execution, recipe management, lot tracking, inventory, dashboards, and worksheets.

TMS

Shipping, loading, and railcar workflows with built-in quality gating.

LIMS

Sample tracking, testing workflows, and quality assurance integrated directly with production.

ENT

Customer communication, forecasting, calendar management, sample tracking, and feedback workflows across the organization.

AI

Local agentic AI running on-premise on NVIDIA DGX Spark architecture, connected directly to your Unified Namespace.

Explore All 19 Modules

MES, TMS, LIMS, Enterprise, and Agentic AI — the full platform organized into five suites.

What's Coming Next

The AI-Native Build

What we're actively building on top of the 19-module operational core.

MCP-Native API Tier

.NET 10 minimal-API layer wraps every module operation as an MCP tool with OpenAPI docs, per-agent identity, idempotency, and audit logging.

Planning Copilot

Reasons against tank state, schedule conflicts, and recipe constraints. Recommends and explains plan changes against years of operational ground truth.

SparkHub7 — On-Prem Agentic Chatbot

A local AI agent on NVIDIA DGX SPARK that reads UNS data live, calls MCP tools, and answers operator questions in real-time — no cloud dependency.

BATCH — Web Rewrite

Batch Log moves from a Windows desktop app to a web module, generalized to fit a wider range of process and hybrid manufacturing patterns beyond bulk liquid.

Dashboards → Grafana

The analytical surface moves from DevExpress to embedded Grafana. Cleaner integration with the AI layer, better real-time streaming off the UNS.

Vector Retrieval Layer

Native vector search in SQL Server 2025 for RAG over recipes, SOPs, exception archives, and CoA history. Semantic retrieval for agents.

How We Ship

A Product Company With a Consultative Implementation Model

Manufacturers don't want another vendor — they want a partner who knows their plant. Eukodyne is a Gold Certified Ignition Integrator and a Tatsoft Vanguard Alliance partner. We don't just ship MFX — we install it the way a credentialed integrator would, embedded in your operation until the system sticks.

The platform is the asset. The integrator pedigree is what makes it land. That's also why we're building toward an integrator channel alongside the AI-Native build — so MFX can scale to verticals and regions we can't cover alone.

Built for Azure

Cloud-Deployable on Microsoft Azure

The new API tier and AI services are designed to deploy on Azure for cloud customers. On-prem customers continue running MFX on their own infrastructure. One codebase, both deployment models.

Azure OpenAI

Copilots + agents

Azure App Service

.NET 10 API tier

Azure SQL MI

Database tier

Azure AI Search

Vector retrieval

Azure Container Apps

GPU broker services

Microsoft Entra ID

Per-agent identity

300% Growth Enabled

Removing the bottlenecks that limit scale.

A major customer's 300% growth came from replacing manual Excel-based workflows with the MFX operational core — turning fragmented data into a visible operation that scales with demand.

Ready to See What Runs Today?

Schedule a demo of the 19-module MFX platform — and we'll show you where each piece is heading.