Private AI for Manufacturing
Your Best Operators Can't Be Everywhere at Once. Your AI Can.
The institutional knowledge that keeps your plant running efficiently lives in the heads of your most experienced people, and in documents scattered across shared drives, binders, and systems that don't talk to each other. Lumen, the private AI platform from Cognetryx, brings that knowledge together and makes it available to everyone on your floor, without sending your proprietary process data anywhere it shouldn't go.
$3T+
Annual economic impact of unplanned downtime globally across manufacturing
Siemens Digital Industries Software, 2023
0
Proprietary process data transmitted outside your network when Lumen is deployed
Architectural outcome
90 days
Typical time from kickoff to a fully deployed, plant-wide system
Implementation roadmap
See it in action
Every answer traces back to the exact line in your own files
Ask in plain language. Get an answer drawn only from your documents, with the source passage shown and highlighted, so anyone can check the work.
Lumen · grounded in your documents
How fast must we open a CAPA after a confirmed nonconformity?
Answer
Within 5 business days of confirming the nonconformity. The record must include a documented risk assessment, and effectiveness must be verified before the CAPA can close.
↳ Section 7, ¶2 · p.31 ↳ Section 7, ¶5 · p.31
Answered from 2 passages in your Quality Management System
Meridian Medical DevicesISO 13485 Certified
Quality Management System
Standard Operating Procedure
Section 7: Corrective & Preventive Action
| Scope | All confirmed nonconformities affecting product or process. |
| Owner | Quality assurance, with process-owner support. |
| Standard | ISO 13485:2016, clause 8.5; FDA QMSR (21 CFR 820). |
Procedure
1. Nonconformities are logged in the QMS and triaged by quality assurance.
2. A CAPA record must be initiated within 5 business days of a confirmed nonconformity. (ISO 13485 §8.5.2)
3. Root cause is established using a documented, structured methodology.
4. Corrections and corrective actions are assigned with owners and due dates.
5. Each CAPA record must include a documented risk assessment, and effectiveness must be verified before the CAPA is closed.
6. Closed CAPAs are reviewed in management review for trends and recurrence.
The Problem
Manufacturing Runs on Knowledge That's Hard to Find and Easy to Lose
Your processes are documented. Your procedures exist. But the gap between what the SOP says and what actually works on your equipment is filled by experienced people who are increasingly hard to replace, and by tribal knowledge that walks out the door when they do.
Knowledge Loss
Retirements Are Taking Decades of Process Knowledge With Them
The average age of experienced manufacturing workers is rising. When a 30-year process engineer or master technician retires, the practical knowledge they carry about your specific equipment, your workarounds, and your quality quirks does not transfer automatically to the next person, even if documentation exists.
Operational Friction
Finding the Right Answer Takes Longer Than It Should
A line stops. A quality deviation appears. An equipment alarm triggers. The operator who knows what to do is on the other shift. What should be a 10-minute resolution becomes an hour of calls, searches through outdated manuals, and waiting for someone senior to become available.
Data Exposure
Your Process IP Is Your Competitive Advantage, Not a Cloud Vendor's Training Data
Process formulations, equipment configurations, quality tolerances, and production recipes represent years of R&D and operational refinement. Sending that information to an external AI service to get an answer is a trade-off most manufacturers would not consciously accept if they stopped to think about it.
The manufacturers seeing the fastest return from AI are not the ones who bought the most sophisticated platform. They are the ones who made their existing institutional knowledge searchable, and kept it inside their own walls while doing it. That is the problem Lumen was built to solve.
Where Manufacturers Start
High-Impact Use Cases Across the Plant
The fastest ROI comes from applying AI to work that is already documented, already repetitive, and already causing friction. These are the areas where most manufacturers see measurable results within the first 90 days.
Downtime Response and Troubleshooting
Operators query fault history, equipment manuals, and prior maintenance records to resolve equipment issues faster, without waiting for a specialist to become available or digging through paper-based maintenance logs.
Quality Deviation Investigation
Quality engineers query production records, process parameters, and inspection data in plain language to identify root cause faster. Relevant prior deviations surface automatically rather than relying on individual memory.
SOP and Work Instruction Lookup
Operators and technicians ask questions about procedures in natural language and get accurate, cited answers (the right version of the right document) without navigating complex document management systems under time pressure.
Supply Chain and Procurement Queries
Procurement and operations teams query supplier specifications, approved vendor lists, and material requirements against current production needs, grounded in your internal documentation, not external databases.
Regulatory and Compliance Documentation
For FDA-regulated manufacturers and those operating under ISO or AS9100, AI-assisted document review, change control support, and audit preparation grounded in your own quality system documentation, with full traceability.
Operator Training and Certification Support
New operators access training materials, safety procedures, and process guidance in plain language. Answers reference your actual documentation, not generic industry content. Consistency of training improves across shifts and facilities.
Adoption is climbing where the knowledge lives
AI adoption is growing fastest exactly where your competitive knowledge is. The Federal Reserve's 2026 tracking of AI use across the economy finds year-over-year growth strongest in manufacturing, and Deloitte's 2026 Manufacturing Industry Outlook names capturing institutional knowledge from retiring workers as a leading use for agentic AI. That knowledge is your edge: process formulations, tolerances, the equipment quirks nobody wrote down. The faster it flows into AI tools, the more it matters where those tools run. Keeping the model inside your own network is how you capture it without handing your process IP to a cloud vendor.
Source: Federal Reserve, Monitoring AI Adoption in the U.S. Economy (2026); Deloitte, 2026 Manufacturing Industry Outlook.
Common Questions
What Operations and IT Leaders Ask
Can Lumen connect to our existing OT and plant floor systems?
Lumen is designed to integrate with your existing data environment without requiring you to overhaul production systems. It connects to document repositories, quality management systems, ERP platforms like SAP and Oracle, and engineering knowledge bases. Plant floor OT systems are addressed through data export and integration layers rather than direct real-time connectivity, preserving the OT/IT separation that manufacturers depend on for uptime and safety.
How does private AI protect our proprietary process data and trade secrets?
Process formulations, equipment configurations, quality tolerances, and production recipes are among the most competitively sensitive data a manufacturer holds. Lumen runs entirely inside your network. No process data is transmitted to an external server, processed by a third-party model, or subject to a vendor's data use policy. Your proprietary process knowledge never leaves the environment you control.
What about regulatory compliance under FDA, ISO, and AS9100?
Regulated manufacturers face documentation and traceability requirements that cloud AI tools create complications around. Lumen provides immutable audit logging for every AI interaction: what was asked, what source document was referenced, what was generated. For FDA-regulated manufacturers, this supports 21 CFR Part 11 electronic records requirements. For ISO and AS9100 environments, it supports document control and traceability obligations. Because data stays inside your network, there are no third-party data handling questions to answer during an audit.
How does this help with the knowledge gap when experienced workers retire?
This is one of the most immediate and measurable applications. When a 30-year process engineer or senior maintenance technician retires, decades of practical knowledge about how your specific equipment behaves, what the workarounds are, and what the procedures don't fully capture leaves with them. Lumen indexes your existing documentation, SOPs, maintenance logs, and engineering notes so that institutional knowledge becomes queryable by anyone. New employees get accurate, source-referenced answers rather than starting from scratch or relying on whoever happens to be nearby.
How long does deployment take, and does it disrupt production?
Most manufacturing deployments go live in four weeks, with full production rollout in 90 days. Deployment does not touch OT systems or production infrastructure directly. It lives in your IT environment and connects to document and data sources. There is no production downtime associated with the deployment itself. Cognetryx includes white-glove onboarding, staff and operator training, and 30 days of on-site support at go-live.
Further Reading
Quality Management
Every AI Tool Your Quality Team Uses Requires Validation Under ISO 13485
ISO 13485 requires validation of software used in your quality management system. AI tools your quality team already uses are almost certainly in scope.
FDA & QMS
What FDA Investigators Find When Your Quality Team Can't Answer Fast Enough
FDA investigators ask fast questions during inspections. The problem is not that answers do not exist. It is that they take too long to find.
Regulatory Compliance
What 21 CFR Part 11 Actually Requires When AI Reads Your Records
Part 11 covers more than electronic signatures. AI that reads or modifies regulated records may be in scope, even if you did not design it that way.
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