Edge AI

Local AI processing for real-time industrial decisions

TEKNIKOZ Edge AI brings data collection, analytics, application deployment, and machine-learning models close to PLCs, CNCs, DCS, SCADA, devices, and production assets.

Edge AI overview
Industrial Workflows

Edge AI revolutionizes operations at the shopfloor

The platform supports real-time decision-making, quality control, defect detection, predictive maintenance, connected operations, and autonomous workflows.

01

Smart shopfloor

Create an intelligent shopfloor with governed OT data sharing between operational systems and the enterprise.

02

Model deployment

Build and deploy machine-learning models with edge devices, data pipelines, and application workflows.

03

250+ protocols

Collect OT data across diverse controllers and protocols, then contextualize it for AI/ML and Industry 4.0 applications.

04

Hardware breadth

Examples include Raspberry Pi 4, SpektraEdge Appliance, Dell VEP Server, NVIDIA Jetson Nano, NVIDIA Jetson Orin AGX, and Lenovo hardware.

Deployment

From one machine to multi-factory control

Edge AI can start in days with one factory, one machine, and one use case, then expand into production-grade applications and centralized cloud management.

Day 1 to 10 Days

Edge AI Pilot

One factory, one machine, one use case, one-week setup and configuration, collect and validate data.

1 to 4 Months

Full factory deployment

Create production-grade applications, expand the initial use case to more machines, and explore more operations.

Beyond 4 Months

Multiple factory deployments

Control at the edge, centralize device management from cloud, and scale data/application governance.

Catalogue

Industrial intelligence, sustainability, and smart mobility

The Edge AI catalogue covers predictive analytics, supply-chain intelligence, cleanroom connectivity, environment monitoring, smart city mobility, fan experience, autonomous valet parking, and future mobility experiences.

01

Industrial intelligence

Value-chain transformation, maintenance optimization, PPE monitoring, kitting in 3PL logistics, OT assessments, and edge execution.

02

Sustainability

Clean-room connectivity, data-center environment monitoring, and real-time decisions in regulated, low-latency environments.

03

Smart mobility

Smart connected city, mass transit integration, event telemetry, digital twins, autonomous valet parking, and immersive future mobility.

Edge AI in Detail

Industrial AI workflows, platform capabilities, and the Edge AI solution catalogue.

Edge AI revolutionizes industrial workflows and operations

Smart Manufacturing with Edge AI

Edge AI Platform to Optimize Industrial Efficiency

Edge AI Hardware examples

Edge AI: Pilot to full deployment

Edge AI Solution Catalogue

Edge AI for Industrial Intelligence

1

Transform Value Chain Operations for Global Food Ingredient Manufacturer

Problem

The client lacked real-time visibility across its global supply chain, resulting in delays in planning and inefficient operations.

Solution

TEKNIKOZ deployed Edge AI across the client's manufacturing, warehousing, and distribution units, enabling predictive planning and improved coordination.

Benefits

Faster deliveries, reduced planning cycle time, and enhanced responsiveness.

2

Optimization of maintenance operations and costs

Problem

The client faced frequent unplanned equipment downtime and high maintenance costs due to reactive servicing.

Solution

TEKNIKOZ collected data from device software and a TEKNIKOZ IoT array installed across devices, smart cameras, and audio sensors for predictive maintenance and coordination of maintenance and field-service activities.

Benefits

Lower downtime, reduced costs, and improved asset reliability.

3

Power Plant of the Future

Problem

Operators were unable to access equipment data and manuals in real time, affecting decision-making during critical operations.

Solution

TEKNIKOZ deployed TOMONI Voice, an Edge AI-powered voice assistant that delivers real-time, hands-free access to operational data.

Benefits

Improved safety, quicker decisions, and enhanced operator efficiency.

4

Computer Vision based Kitting in 3PL Logistics

Problem

Manual kitting errors caused delays and increased rework in warehouse operations.

Solution

TEKNIKOZ used Edge AI-powered computer vision to monitor and validate kitting processes in real time.

Benefits

Increased accuracy, faster processing, and higher customer satisfaction.

5

OT Assessments and Edge Execution in Automotive

Problem

The client had disconnected factory environments and lacked visibility into operations.

Solution

TEKNIKOZ assessed OT infrastructure, established machine connectivity, and deployed an AWS-based IoT platform.

Benefits

Improved productivity, digital transformation acceleration, and better supply chain quality.

6

Training at Heights - DTE

Problem

DTE required a realistic and immersive training environment for service workers at height.

Solution

TEKNIKOZ partnered with DTE to deploy HTC Vive and Unity 3D VR training modules.

Benefits

Delivered experiential learning that improved safety awareness and preparedness.

Edge AI for Sustainability

1

Clean room connectivity in Pharmaceuticals

Problem

The client needed real-time AI processing in highly regulated, low-latency cleanroom environments.

Solution

TEKNIKOZ deployed edge AI with computer vision inference at far-edge compute nodes.

Benefits

Reduced cost and latency while ensuring compliant, real-time decisions.

2

Data Center Environment Monitoring

Problem

The client required an efficient way to monitor data center thermal conditions without overhauling infrastructure.

Solution

TEKNIKOZ used edge-enabled lightweight sensors for real-time monitoring of hot/cold aisle temperatures.

Benefits

Enabled cost-effective, remote environmental oversight without a full BMS upgrade.

3

Digital Twins for Energy Optimization and Sustainability

Problem

The client struggled to track energy usage and align emissions data with sustainability goals.

Solution

TEKNIKOZ implemented a 3D Digital Twin with Edge AI and integrated it with Microsoft Sustainability Manager to monitor energy flow and emissions in real time.

Benefits

Energy savings, accurate carbon tracking, and streamlined ESG compliance.

4

Occupancy Sensor based Heat Map

Problem

Inefficient use of office space and energy resources due to lack of real-time occupancy data.

Solution

TEKNIKOZ deployed Edge AI-based occupancy sensors to optimize space usage, HVAC operations, and cleaning schedules.

Benefits

Reduced operational costs and better space efficiency.

Edge AI for Smart Mobility

1

Enabling Smart Mobility

Problem

The public transport authority needed an integrated solution for managing mass transit across modes.

Solution

TEKNIKOZ provided smart card integration across 24,000 devices and 20M cards for unified travel access.

Benefits

Streamlined fare collection and enhanced user experience.

2

Enabling Fan Experience at globally renowned events

Problem

The client wanted to deliver enhanced, real-time fan engagement across international events like the British Open Golf, Tour de France, and NTTD IndyCar Series.

Solution

TEKNIKOZ deployed edge platforms to process real-time event data, including race telemetry and digital twin visualizations, enhancing operational visibility and fan interaction.

Benefits

This enabled immersive fan experiences and allowed event organizers to respond instantly to audience behavior and needs.

3

Gaining Insights into Digital Marketing Social Ad Content Effectiveness with NLP

Problem

The client lacked insight into social ad performance and user engagement patterns.

Solution

TEKNIKOZ implemented NLP-based analytics to assess engagement prediction, clustering, and content scoring.

Benefits

Enhanced ad spend efficiency and improved targeted messaging.

4

RF Monitoring for a Telecom Operator

Problem

The telecom client faced challenges in RF performance and threat detection across residential sites.

Solution

TEKNIKOZ deployed SPEKTRA Edge AI for real-time RF monitoring and threat detection across 100+ sites.

Benefits

Improved network reliability and reduced response time to anomalies.

5

Automated Valet Parking

Problem

The client needed to reduce inefficiencies in vehicle handling within production lines.

Solution

TEKNIKOZ deployed an autonomous valet system that piloted cars in and out of the yard.

Benefits

Saved millions in operational cost and improved throughput.

6

Future of Mobility Experience

Problem

The client wanted to create an engaging, futuristic in-vehicle user experience for next-gen vehicles.

Solution

TEKNIKOZ developed a VR-based experience using Oculus Rift and Unity for immersive interaction.

Benefits

Enhanced customer experience through haptics, force feedback, and virtual navigation.

7

Beetle Mobility Companion

Problem

Operators had limited access to real-time data during high-pressure operations.

Solution

TEKNIKOZ deployed TOMONI Voice, an Edge AI-powered voice assistant that delivers real-time, hands-free access to operational data.

Benefits

Improved safety, quicker decisions, and enhanced operator efficiency.

TEKNIKOZ

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