One Unified Platform for
AI-Native Manufacturing
Three Layers. One Connected Factory.
Synchronize your machines, digitize your processes, and automate your decisions.
Vish AI
Manufacturing Intelligence Layer
The AI layer that turns factory metadata & memory into answers, priorities, explanations, and actions. Allows teams to query shifts, investigate deviations, and deploy digital SMEs.
Df-OS
Digital Factory Operating System
The core platform database. Digitizes checklists, audits, handovers, safety logs, and PM routines. Structures execution variables into a clean record to power the factory metadata & memory.
X-Konnect
Industrial IoT Connectivity Layer
The machine connectivity middleware. Uses the Hectos Edge Gateway to capture parameters, PLC outputs, alarms, downtime signals, and energy meters directly from machines into Df-OS.
X-Konnect connects the machines. Df-OS structures the factory. Vish AI turns factory data into decisions.
Rather than deploying isolated software point solutions that trap operational data in department silos, Df-OS layers over your entire factory. It structures human workflows, machine IoT signals, and material batches into a single database schema.
“By establishing this structured operating layer, manufacturers achieve live operational visibility while automatically assembling the high-quality context required to run AI decision models.”
Df-OS Category StrategyWhere Man, Machine, Material and Method Become Factory Memory
Df-OS connects the four operating pillars of manufacturing into one live digital thread — capturing who acted, which machine ran, what material moved, which method was followed, and how every decision shaped factory performance.
People, Roles & Execution
Capture operator actions, ownership, approvals, skills, shift handovers, safety observations, and task accountability.
Live Signals
Factory Memory Output
Who acted, when they acted, what was delayed, and what action was taken.
Machines, Signals & Reliability
Batches, Inventory & Traceability
Processes, Standards & Compliance
Q:What is 4M intelligence in Df-OS?
4M intelligence in Df-OS means connecting Man, Machine, Material, and Method into one structured factory operating record. This helps manufacturers understand execution, traceability, deviations, performance, and decisions in real time while creating factory memory for Vish AI-led intelligence.
When the 4Ms are connected, every shift, machine, batch, workflow, and decision becomes part of the factory’s operating memory.
Explore Factory MemoryQ:Why is factory metadata & memory essential for AI-native manufacturing?
AI cannot reason over scattered paper logs, isolated email strings, or disconnected sensor signals. Factory metadata & memory is the structured historical record of your factory's execution—capturing the exact context of what deviation happened, who resolved it, which PM checklist was active, and what parameters shifted. Df-OS automatically builds this memory, providing the baseline context for AI decision-support.
Because Factories Cannot Become Intelligent Until They Can Remember
Every factory has memory. It exists in logbooks, operator experience, inspection records, deviation notes, maintenance actions, batch records, audit findings, quality checks, safety observations, escalation histories, and leadership reviews. But when this memory is scattered, the factory cannot learn from itself. Df-OS turns daily factory activity into structured factory metadata & memory.
Df-OS turns daily factory activity into structured factory metadata & memory. It captures what happened, where it happened, why it happened, who acted, what was delayed, what was escalated, what action was taken, and how similar situations were handled before.
Ask the Factory. Trace the Answer.
Experience how our AI platform Vish reasons across Df-OS factory metadata & memory and the 4M knowledge graph — connecting production, maintenance, quality, supply chain, safety, energy, and utility signals to explain anomalies and recommend next actions.
Run Custom 3D Knowledge Graphs
Connect telemetry streams, historians, and SOP checklists to structure unified reasoning structures for your site.
Initialize Interactive 3D Sandbox
Launch the live force-directed 3D knowledge graph to query OEE, downtime events, and node structures directly.
Build the Future of
AI-Native Manufacturing
Connect your people, machines, and systems into one synchronized operating layer. Establish operational visibility, capture structured data, and run AI decision-support.