Vish
Factory IntelligenceDashboards to Decisions
Vish AI is the manufacturing intelligence layer that uses
Df-OS factory metadata & memory to answer questions, explain deviations,
detect patterns, prioritize actions, and support faster decisions.
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.
Built for the Next Era of Connected Manufacturing
Traditional dashboards show you what happened, but they leave the burden of explanation, correlation, and action on your teams.
Vish AI changes this. By reasoning over the continuous timeline generated by Df-OS (“factory metadata & memory”), Vish AI explains deviations, flags risk patterns, compiles reviews, and provides actionable recommendations. It turns raw factory data into clear, operational decisions.
Vish AI analyzes human execution variables alongside live machine parameters to recommend actions.
Batch FMCG-206 is flagged. Line 4 changeover recorded a process deviation (nozzle pressure exceeded 4.2 bar). Action: Calibrate valve settings.
Changeover PM logs show technician did not complete seal alignment checks. Motor frequency fluctuated by 12% immediately after start.
1. Packaging Line 2 feeder jams (12 instances, 45m total). 2. Labeler sensor calibration faults (8 instances, 32m total).
Ask Your Factory, Understand Deviations
Vish Conversational AI allows operators, plant heads, and quality managers to query factory status using natural language. No more building custom databases or searching through Excel sheets.
Whether you need to check batch release statuses, compare PM response times, or count shift deviations, simply ask the system. Vish AI compiles the data instantly and provides answers in operational context.
Deploy Digital Subject Matter Experts
Vish AI enables you to deploy specialized AI agents configured as digital Subject Matter Experts (SMEs) across core manufacturing disciplines.
Quality Agent
Monitors in-process checks, matches raw parameters against SOPs, alerts on deviation risks, and drafted RCA templates.
Maintenance Agent
Tracks asset indicators, alarms, and PM delays, predicting early failures and recommending spare parts checklists.
Production Agent
Monitors plan vs actual compliance, downtime events, and SKU changeover variables to improve overall OEE.
Utility & ESG Agent
Flags utility leakages, watches peak consumption limits, and compiles carbon emissions metrics.
Q:How do Vish AI Agents operate on the shop floor?
Vish AI agents do not act autonomously in a vacuum. They run in a 'human-in-the-loop' configuration. The agents continuously scan Df-OS records for anomalies, compile findings, recommend corrective tasks, and notify supervisors, leaving the final approval and execution authority in human hands.
Explainable Decisions, High Trust
Industrial environments require high-trust reasoning. General-purpose AI models often suffer from hallucinations and lack specific factory context.
Vish AI uses **traceable, explainable logic**. Every recommendation, anomaly flag, or priority score is linked back to a specific record in Df-OS's factory metadata & memory (such as a checklist input, a PLC status stream, or a historical resolution). This enables operators and plant leaders to audit the AI's reasoning path before executing actions.
Ready to Deploy Vish AI in Your Factory?
See how Vish AI turns structured factory metadata & memory into faster decisions. Request an interactive demo showing conversational and agentic assistants.