Operational Memory for brownfield factories
FuMind is building a self-maintaining semantic integration layer for brownfield factories. We connect data across existing production systems and, more importantly, keep those relationships correct as systems change—creating an AI-ready Operational Memory.
Driving the future of manufacturing intelligence.
Introducing Fusion
Fusion connects to your ERP, MES, SCADA/PLC, quality systems, PDF documents, spreadsheets, and other factory data sources to understand how your production data relates and transform it into a unified, canonical operational model.
Fusion continuously monitors these connections as your factory changes. When schemas, tags, signals, or data sources change, its AI agents identify the affected relationships and help repair the underlying pipelines—keeping your operational data reliable and AI-ready.
This continuously maintained data foundation becomes your factory's Operational Memory: a real-time representation of machines, production orders, process conditions, quality events, and operational context.
Introducing Orbit
Get vision based defect inspection for your manufacturing product, with integrated camera module and postprocessing. We serve our own in-house pre-trained models for manufacturing use-cases. From one-shot to a max of 20 images to kick start your vision inspection within days.
Orbit workspace
Train, deploy, and review inspections in one place.
About FuMind
Founder
Ph.D., RWTH Aachen
Before founding FuMind, Akshay led AI-based, end-to-end transformation programs in manufacturing at Zeiss and IconPro (now part of Hexagon), working directly with industrial production teams.
Defect and quality forecasting across complex production lines.
Data-driven tuning of process parameters for yield and stability.
Asset health modeling to reduce unplanned downtime.
This combination of production-engineering research and applied industrial AI drives FuMind's mission: a self-maintaining semantic integration layer that turns brownfield factory data into reliable, AI-ready Operational Memory.
Manufacturing AI agents
Manufacturing-specific agents interpret tags, schemas, and documents to form the canonical model—mapping signals to machines, orders, and process steps, resolving naming drift, and proposing repairs when a source changes.
On top of the Operational Memory, FuMind deploys manufacturing-specific AI agents that support shop-floor teams with operational insights, root-cause analysis, quality investigations, and decision support.
On-premise AI appliance
Fusion's Operational Memory only stays sovereign if the models that reason over it stay sovereign too. FuMind ships a compact on-premise compute appliance that hosts manufacturing-tuned large language models directly inside your environment—so the agents that generate operational insights, root-cause analysis, and decision support run on your hardware, against your live production data, with nothing leaving the plant.
It connects to the continuously maintained Operational Memory as its native context layer, turning real-time machines, production orders, process conditions, and quality events into grounded, explainable manufacturing intelligence.
Manufacturing-tuned large language models run locally on the device—no production data leaves the factory floor.
Directly queries the live Operational Memory so agents reason over current machines, orders, and process context.
Operates entirely inside your network. Optional outbound updates only, controlled by your IT and security policies.
Industrial form factor engineered for shop-floor conditions and continuous operation alongside production lines.
Industrial sovereignty
Fusion runs inside your environment, so sensitive production data and process know-how do not need to leave the factory. Local models or customer-controlled enterprise AI infrastructure can be used depending on deployment requirements.
Deployed inside your network, alongside the systems it integrates.
Local models or customer-controlled enterprise AI infrastructure.
Ongoing work on semantic mapping, schema drift and agentic pipeline repair for brownfield plants.
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