Cognic Systems

MANUFACTURING AI • IOT • AUTOMATION • SOFTWARE

AI & Automation for Manufacturing Operations

Cognic builds AI-driven predictive maintenance, IoT telemetry pipelines, computer vision quality control, connected MES/ERP automation, and custom industrial software to eliminate unplanned downtime and boost plant efficiency.

PLCs & Sensors
MES / SCADA
Plant ERP
Work Orders
Telemetry Data
Cognic
AI & Automation
Predictive Uptime
Defect Inspection
Work Order Flow
OEE & Analytics
Predictive Maintenance
IoT Telemetry
AI Agents
Computer Vision QC
MES & ERP Integration
Custom Industrial Software
THE CHALLENGE

Manufacturing Operations Need Connected Intelligence

Industrial plants operate across PLCs, legacy MES databases, enterprise ERPs, inspection logs, and supplier paperwork.

Cognic connects these shop-floor and back-office workflows through industrial AI, automated data pipelines, and custom software.

01
Unplanned Machine Downtime

Critical asset breakdowns stop production lines unexpectedly, creating expensive idle labor and missed order delivery deadlines.

02
Siloed Shop Floor & ERP Data

Disconnected plant PLCs, MES databases, and ERP platforms force manual re-entry, delaying inventory and scheduling visibility.

03
Manual Quality Inspection

Human visual inspection on high-speed lines is vulnerable to fatigue and error, allowing defective parts into downstream packaging.

04
Document & Procurement Delays

Processing paper and PDF purchase orders, supplier invoices, material test certs, and bills of lading consumes hours of staff time.

WHAT WE BUILD

Industrial AI Solutions Built for Manufacturing

Combine AI engineering, machine learning telemetry, automated workflows, and robust integrations to modernize the operational systems your plant depends on.

AI Predictive Maintenance

Continuous IoT sensor telemetry ingestion with ML anomaly models to predict bearing and motor failures before breakdowns occur.

IoT TelemetryAnomaly DetectionWork Order Triggers
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Manufacturing AI Agents

Autonomous task agents that query multi-plant inventory, coordinate maintenance tickets, and synthesize daily shift briefs.

Workflow AgentsTask AutomationShift Briefings
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Computer Vision Quality Control

Real-time camera feed inspection pipelines spotting sub-millimeter surface defects, packaging errors, and assembly variances on high-speed lines.

Defect DetectionLine RejectionYield Analytics
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Industrial Knowledge RAG

Secure retrieval-augmented generation systems allowing plant technicians to query machine operating manuals, SOPs, and schematics instantly.

SOP SearchEquipment ManualsTechnician Assistant
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Manufacturing Document AI

Extract, validate, and synchronize purchase orders, supplier bills of lading, material test certificates, and compliance logs directly with ERP.

PO Parsing3-Way MatchERP Sync
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Connected MES, ERP & Software

Bi-directional integration bridges and custom shop-floor web applications connecting machines and PLCs to SAP, Oracle, and Dynamics.

OPC-UA / MQTTCustom AppsERP Connectors
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MANUFACTURING USE CASES

Where Manufacturers Deploy AI & Automation

Machine Anomaly Detection

Early warning alerts from vibration, acoustic, and thermal telemetry streams.

Work Order Orchestration

Automate ticket creation, technician assignment, and spare parts lookups.

Assembly Defect Spotting

Inspect high-speed lines to catch dimensional variances and surface flaws.

PO & Invoice Processing

Extract, validate, and match incoming supplier invoices against purchase orders.

Shift Handover Reports

Synthesize production tallies, incident logs, and downtime summaries automatically.

Inventory & BOM Sync

Reconcile shop-floor parts consumption with enterprise inventory balances.

Equipment SOP Search

Enable technicians to query hundreds of machine manuals in natural language.

OEE & Scrap Analytics

Consolidate machine availability, performance, and quality into clear Power BI views.

CONNECTED MANUFACTURING

Industrial AI Connected to Your Plant Systems

PLCs, Sensors & SCADA
↓
OPC-UA / MQTT Gateway
↓
Cognic AI & Automation
↓
Workflow & Logic Engine
↓
MES & ERP (SAP / Dynamics)
↓
Plant Dashboards & Power BI
Discuss Your Plant Integration →
  • OPC-UA & DA
  • MQTT & Sparkplug B
  • Modbus & Profinet
  • MES Platforms
  • SAP ERP & S/4HANA
  • Oracle EBS & Cloud
  • Microsoft Dynamics 365
  • SCADA Systems
  • Document Management & CAD
  • Power BI & Databricks
SECURITY & RELIABILITY

Plant Security & Safety at Every Layer

Purdue Model Alignment

Respects OT/IT segmentation and industrial firewall zones.

Role-Based Access (RBAC)

Granular technician, engineer, and manager permission levels.

Edge & Cloud Security

Encrypted telemetry with local buffering during network drops.

Fail-Safe Execution

Read-only monitoring by default; controls require sign-off.

Audit Logging

Immutable traceability for alerts, work orders, and ERP writes.

On-Premise & Hybrid

Deploy on local edge servers, air-gapped clusters, or cloud.

RESPONSIBLE INDUSTRIAL AI

Human-in-the-Loop AI for Plant Safety

AI monitors telemetry streams, identifies anomalies, and drafts work orders — plant engineers make the decision. Confidence thresholds send critical issues to senior engineers, ensuring no operational modification executes without verified human approval.

Sensor / Event Ingestion
AI Anomaly Detection
Rules & Thresholds
Plant Engineer Review
Approved Work Order
Complete Audit Trail
MANUFACTURING AI IN PRACTICE

Industrial Automation in Practice

35%
Downtime Reduction
4.2x
Faster Work Order Routing
Machine Anomaly Alerts Resolved Before Breakdown

Illustrative interface — metrics based on typical predictive maintenance deployments.

Predictive Maintenance & Telemetry Intelligence

Problem: A high-volume manufacturing operation experienced costly unplanned machine stoppages, unmonitored equipment vibration spikes, and manual maintenance dispatch delays. Solution: Cognic engineered an edge-to-cloud IoT telemetry pipeline with ML anomaly detection, automated work order routing to maintenance teams, and real-time plant floor dashboards. Technology:
IoT Telemetry Machine Learning AI Agents OPC-UA Power BI
Compliance & Reliability:
OT/IT Security Edge Caching Role-Based Access Auditability Human-in-the-Loop
Result: Early identification of bearing wear and motor degradation 5 to 7 days before failure, eliminating unexpected line stoppages and optimizing technician scheduling. View Case Studies →
WHY COGNIC

Why Manufacturers Choose Cognic Systems

We combine AI engineering with robust software development to automate manufacturing workflows safely and reliably.

01
Engineering-First Approach

Custom software and AI architectures designed around your specific plant machinery, PLCs, and databases.

02
OT & IT Integration

Connecting shop floor protocols like OPC-UA and MQTT directly into enterprise ERP and maintenance systems.

03
Practical, High-ROI AI

Targeting concrete operational friction: predictive maintenance, automated inspection, and document extraction.

04
Production Safety & Guardrails

Strict fail-safes, immutable audit logs, OT security segmentation, and human-in-the-loop verification gates.

MANUFACTURING AI FAQ

Manufacturing AI & Automation FAQs

What AI solutions does Cognic build for manufacturers?
Cognic develops custom industrial AI solutions including IoT predictive maintenance models, computer vision quality inspection pipelines, Document AI for automated PO and invoice extraction, RAG assistants for equipment SOPs, and AI workflow agents.
Can Cognic integrate AI with existing MES and ERP systems?
Yes. We build bi-directional integration layers and protocol gateways connecting with SAP, Oracle, Microsoft Dynamics 365, and proprietary MES databases using secure REST APIs, OPC-UA, and MQTT connections.
How does predictive maintenance differ from preventive maintenance?
Preventive maintenance relies on fixed calendar schedules regardless of actual machine wear. Predictive maintenance analyzes continuous real-time IoT sensor telemetry to schedule maintenance only when actual degradation signals warrant intervention.
What machinery and industrial protocols do you support?
We integrate with rotating machinery, motors, pumps, CNC equipment, compressors, and conveyor systems using standard protocols including OPC-UA, MQTT, Sparkplug B, Modbus, and Profinet.
How does Document AI automate manufacturing procurement?
Document AI automatically parses unstructured purchase orders, supplier bills of lading, material test certificates, and freight invoices, validating line items against ERP inventory records and triggering automated approvals.
Can Cognic build custom shop-floor web applications?
Yes. We engineer responsive web applications and tablet interfaces for digital shift loggers, maintenance work orders, operator defect tagging, and live OEE monitoring dashboards.
How does Cognic ensure plant data security and OT network isolation?
We adhere to the Purdue enterprise reference architecture, keeping OT control networks isolated. Telemetry is collected through secure read-only gateways with TLS 1.3 encryption, and solutions can be hosted on local plant servers or cloud environments.
How quickly can a pilot manufacturing AI project be deployed?
Targeted proof-of-concept deployments on selected critical machines or document workflows typically deploy within 6 to 10 weeks, followed by phased plant-wide expansion based on verified ROI.
MANUFACTURING CASE STUDIES

Cognic Work in Manufacturing

Delivered projects applying AI, automation, software engineering, and data to manufacturing workflows — with verified business outcomes.

AI-Powered Invoice Processing and PO Automation
MANUFACTURING & RETAIL

AI-Powered Invoice Processing & PO Automation

Automated document extraction and PO matching platform integrated with QuickBooks and Microsoft Dynamics Business Central.

92% Extraction accuracy
5X Faster PO matching
80% Lower handling cost
AIDocument AIERP IntegrationAccounting
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AI-Powered Quality of Earnings Automation
OPERATIONAL & FINANCIAL AI

AI-Powered Quality of Earnings Automation

AI-driven transaction anomaly detection, ledger classification, adjustment mapping, and document intelligence for corporate transactions.

70% Faster audit cycle
30+ Adjustment models
100% Traceable audit logs
AI & GenAIDocument AIFinancial OpsAnalytics
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Modernizing Operations with Legacy Application Migration
MODERNIZATION & SOFTWARE

Modernizing Operations with Legacy Migration

Phased legacy modernization from outdated client-server tools to a scalable .NET web architecture, improving operational throughput and security.

99.9% Platform uptime
3.5X Faster query speeds
Zero Data loss in cutover
ModernizationCustom Software.NETCloud
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Have a similar manufacturing challenge?

Let's discuss your plant operations and identify where AI, automation, or custom software can deliver immediate impact.

LET'S IMPROVE MANUFACTURING OPERATIONS

Ready to Modernize Your Manufacturing Operations?

Tell us where your plant teams spend time on repetitive manual tasks, unplanned machine downtime, or disconnected systems. We'll help you evaluate where AI, automation, or custom software can deliver measurable improvements.