Computing Industry Insights
Exploring Innovations and Challenges in the World of Computing
- Industrial Automation – Copy
- Smart Retail
- Industrial Automation 1
- Smart City1
- Industrial Automation
- Smart Health
- Smart City
- Mobility & Transportation
- Media & Entertainment
- Compute
Industry 4.0 (fourth industrial revolution) refers to the conversion of the manufacturing sector into a fully digitized and connected environment. This transformation encompasses the incorporation of emerging technologies such as the Internet of Things (IoT), computing spanning from edge to cloud across various layers, and the seamless integration of AI-driven analytics into every facet of their operations. The smart factories are equipped with advanced sensors, embedded software and collaborative robots.
Our utilization of camera and Sensor Fusion technologies, including Voice & Facial Recognition, Object / Parts Recognition, Collision Avoidance, Trajectory & Path Planning, in our Facility Monitoring & Inventory Movement solutions empowers robots to carry out diverse tasks across industrial and retail environments, encompassing factories, warehouses, supermarkets, and malls.
SENSOR EXPERTISE
We are experts in seamlessly integrating sensors into different applications, improving data processes. Our proficiency enhances data collection, analysis, and decision-making. Our array of perception algorithms spans a variety of applications, encompassing Multi-Object Tracking, Sensor Fusion, Radar Odometry, and more, catering to diverse use cases. MulticoreWare excels in sensor-related expertise across the following domains:
Control & Data
- Sensors
- Actuators
- Sensor Fusion
- Device Drivers
Analysis & Development
- Algorithms
- Deep Learning
- Machine Learning
- Big Data
Optimization
- Pruning
- Quantization
- Porting
- Vectorization
Visualization
- Graphical
- 3D Virtual environment
OUR SERVICES
MulticoreWare is engaged in implementing Industry 4.0 principles and practices, integrating digital technologies, automation, data analytics, and IoT into industrial processes, fostering smart factories. This approach enhances operational efficiency, flexibility, and productivity while promoting data-driven decision-making and predictive maintenance to optimize manufacturing operations and drive innovation.
Quality Control and Inspection:
Employ real-time monitoring, sensors, and predictive algorithms for adherence to standards, proactive quality control, and error reduction.
Predictive Maintenance:
Utilize IoT, ML, and predictive analytics to predict equipment failures, optimize maintenance, and enhance operational efficiency.
Safety and Hazard Detection:
Automate response to unsafe conditions, mitigate risks, and ensure worker safety through early detection.
Supply Chain Optimization:
Enhance supply chain efficiency with IoT, AI, and autonomous robots, achieve real-time monitoring, demand forecasting, inventory management, and logistics optimization for cost reduction and customer satisfaction.
INDUSTRY 4.0 USE CASES:
Defect Detection at Bubble in Gear:
The task is to find the bubble in the gear. Identifying and flagging bubbles as defects within gear components is a critical quality control process in manufacturing. Using advanced imaging technologies, we can specifically target bubble-related anomalies.
Categorization of a Milling Dataset:
It involves the process of organizing and grouping the data into distinct categories or classes based on specific criteria or attributes. This process is essential for various applications, such as quality control, process optimization, and predictive maintenance in manufacturing.
Image Enhancement:
It is one of the most important techniques to find the detail and anomaly, which is done using super-resolution.
Smart Retail is redefining the shopping experience by blending physical and digital spaces to create seamless, personalized, and efficient customer journeys. From real-time inventory visibility to AI-powered customer behaviour analytics, modern retail environments are becoming more responsive, data-driven, and operationally intelligent.
MulticoreWare addresses these evolving needs of smart retail by enabling real-time decision-making through parallel inference across multiple AI models. A key aspect of our work in smart retail includes enabling product validation through YOLOv8-based object detection, accurate barcode verification with ResNet-based similarity matching, and low-latency fraud detection at the edge powered by LSTM and Vision Transformers. We enhance personalization through Llama2-based product recommendations and optimize checkout operations with synchronized multi-sensor data fusion.
By deploying scalable, high-performance AI systems that operate seamlessly across embedded hardware, we help retailers reduce revenue loss, improve shopper experience, and prepare for future-ready retail automation with integrations like, RGB, LiDAR, and voice-enabled AI assistants.
Key Solutions & Offerings
Self-Checkout and Point of Sale Intelligence
Self-checkout and point-of-sale systems are redefining front-end operations by streamlining transactions and minimizing errors. We enable this by synchronizing data from multiple sensors such as barcode scanners, image inputs, and weight sensors in real time. This coordination allows the system to adapt to user behaviour, detect mismatches instantly, and reduce checkout wait times, ultimately enabling faster service and improving store flow during peak hours.
In-Store Analytics & Customer Insights
In-store analytics unlock real-time visibility into shopper movement and behavior. This is powered by integrating multi-sensor data streams including cameras, sensors, and face recognition, processed through a robust Kafka pipeline from the cloud. This enables precise tracking of dwell times, heatmaps, and traffic patterns, empowering retailers to make smarter decisions on store layout, product placement, and promotional zones. The result is enhanced customer engagement and higher conversion rates.
Smart Shelves & Inventory Monitoring
Smart shelves combine vision AI and sensor technologies to maintain accurate inventory tracking without manual checks. These systems monitor stock levels continuously, trigger timely replenishment alerts, and ensure planogram compliance, helping staff focus on customer service while keeping shelves organized and fully stocked.
AI-Powered Customer Engagement & Personalization
AI-powered personalization enhances in-store interactions by delivering timely, relevant content using real-time customer data. Going beyond face recognition and object detection, advanced models analyze purchase patterns, gaze direction, product dwell time, and demographic cues to power dynamic recommendations and digital signage. This creates a tailored shopping experience that boosts satisfaction, loyalty, and average basket size.
Technology Stack and Capabilities
WHY CHOOSE MULTICOREWARE?
Retailers face constant pressure to improve efficiency while reducing shrink and enhancing the customer experience. At MulticoreWare, we bring hands-on experience and a practical approach to solving these challenges using AI. Our team has worked closely with retail environments to deploy solutions that spot fraud at self-checkouts, track shopper behavior in real time, and support smarter inventory and staffing decisions.
By combining proven deep learning models with on-the-ground understanding, we help stores run smoother, respond faster, and deliver more personalized experiences, without disrupting existing operations.
A Real-World Application:
Client & Problem Statement:
The client faced frequent challenges with barcode mismatches, pricing errors, item skipping, and undetected shoplifting during self-checkout. These issues led to increased revenue loss, reduced customer trust, and inefficiencies in inventory tracking. They required a compact, real-time AI system that could run complex models at the edge without relying on cloud infrastructure.
Solution:
We at MulticoreWare deployed an AI-powered self-checkout and theft detection system as part of a proof of concept (PoC), built on the AMD Ryzen™ Embedded 8000 Series platform leveraging AMD’s heterogeneous compute capabilities including CPU, NPU, and iGPU we ensured high-performance, low-latency inference in a power-efficient edge form factor.
Our Solution Integrated:
- Multi-sensor data fusion (barcode scanner, Vision sensor)
- Real-time fraud detection using CNN-LSTM and Vision Transformers
- Behavioral analysis to detect suspicious patterns and prevent shrinkage
- LLM-based personalized recommendations at the point of sale
- Edge-triggered alerts for immediate response and autonomy from the cloud
It enabled accurate object identification, personalized recommendations using LLMs, and edge-based alerts for suspicious activities, all with low-latency inference.
This deployment highlights MulticoreWare’s expertise in building real-time, multi-modal AI systems optimized for embedded platforms, bridging the gap between advanced AI research and practical retail innovation.
Industry 4.0 (fourth industrial revolution) refers to the conversion of the manufacturing sector into a fully digitized and connected environment. This transformation encompasses the incorporation of emerging technologies such as the Internet of Things (IoT), computing spanning from edge to cloud across various layers, and the seamless integration of AI-driven analytics into every facet of their operations. The smart factories are equipped with advanced sensors, embedded software and collaborative robots.
Our utilization of camera and Sensor Fusion technologies, including Voice & Facial Recognition, Object / Parts Recognition, Collision Avoidance, Trajectory & Path Planning, in our Facility Monitoring & Inventory Movement solutions empowers robots to carry out diverse tasks across industrial and retail environments, encompassing factories, warehouses, supermarkets, and malls.
SENSOR EXPERTISE
We are experts in seamlessly integrating sensors into different applications, improving data processes. Our proficiency enhances data collection, analysis, and decision-making. Our array of perception algorithms spans a variety of applications, encompassing Multi-Object Tracking, Sensor Fusion, Radar Odometry, and more, catering to diverse use cases. MulticoreWare excels in sensor-related expertise across the following domains:
Control & Data
- Sensors
- Actuators
- Sensor Fusion
- Device Drivers
Analysis & Development
- Algorithms
- Deep Learning
- Machine Learning
- Big Data
Optimization
- Pruning
- Quantization
- Porting
- Vectorization
Visualization
- Graphical
- 3D Virtual environment
OUR SERVICES
MulticoreWare is engaged in implementing Industry 4.0 principles and practices, integrating digital technologies, automation, data analytics, and IoT into industrial processes, fostering smart factories. This approach enhances operational efficiency, flexibility, and productivity while promoting data-driven decision-making and predictive maintenance to optimize manufacturing operations and drive innovation.
Quality Control and Inspection:
Employ real-time monitoring, sensors, and predictive algorithms for adherence to standards, proactive quality control, and error reduction.
Predictive Maintenance:
Utilize IoT, ML, and predictive analytics to predict equipment failures, optimize maintenance, and enhance operational efficiency.
Safety and Hazard Detection:
Automate response to unsafe conditions, mitigate risks, and ensure worker safety through early detection.
Supply Chain Optimization:
Enhance supply chain efficiency with IoT, AI, and autonomous robots, achieve real-time monitoring, demand forecasting, inventory management, and logistics optimization for cost reduction and customer satisfaction.
INDUSTRY 4.0 USE CASES:
Defect Detection at Bubble in Gear:
The task is to find the bubble in the gear. Identifying and flagging bubbles as defects within gear components is a critical quality control process in manufacturing. Using advanced imaging technologies, we can specifically target bubble-related anomalies.
Categorization of a Milling Dataset:
It involves the process of organizing and grouping the data into distinct categories or classes based on specific criteria or attributes. This process is essential for various applications, such as quality control, process optimization, and predictive maintenance in manufacturing.
Image Enhancement:
It is one of the most important techniques to find the detail and anomaly, which is done using super-resolution.
Efficient public transport, energy consumption, and law enforcement are three pillars that govern the efficient functioning of our cities. Technology and data-driven solutions improve the quality of life for its residents and enhance its overall sustainability, efficiency, and functionality.
Smart cities leverage various digital technologies, including the Internet of Things (IoT), Data Analytics, Artificial Intelligence (AI), and connectivity to manage and optimize various aspects of urban life. Our expertise in these technologies has played a pivotal role in contributing to the advancement of smart city initiatives. MulticoreWare actively participates in Smart City endeavors by harnessing the power of AI and ML algorithms.
OUR SERVICES
Video Analytics Surveillance:
- Analyze and interpret video footage in real-time
- Enable automated detection, recognition, and tracking of objects, events, and behaviors
- Provide intelligent insights, actionable alerts, and efficient management
- Enable security and safety operations
Intelligent Traffic Management:
- Optimize traffic flow, improve road safety, and enhance transportation efficiency in urban areas
- Leverage sensors, real-time data analysis, and intelligent algorithms
- Monitor, control, and regulate traffic patterns and signals
Infrastructure Maintenance:
- Plan and maintain ongoing activities aimed at inspecting, repairing, and preserving roads, bridges, buildings, and utilities
- Supplement regular inspections and scheduled maintenance with proactive measures
- Proactively tackle problems and prolong the durability of infrastructure components
Parking Optimization:
- Manage and allocate parking spaces for minimizing congestion, and maximizing occupancy rates
- Enhance the overall parking experience for drivers in urban areas
Revolutionizing Waste Management:
Leveraging Vision, LiDAR, and Radar Technologies, MulticoreWare offers smart solutions for:
- Automated waste sorting
- Optimizing collection routes
- Self-navigating collection vehicles
- High-quality recycling and material recovery through AI guided Vision systems
- Enhancing worker safety and site mapping through AI and drone-based monitoring
- Employing predictive modeling for waste generation and resource planning
- Identifying hazardous materials using AI and vision systems
We have developed an AI-driven automated waste sorting system for a client, with the integration of LiDAR, RGB-D cameras, and FMCW radar, alongside the implementation of a monitoring and analytics dashboard.
SENSOR EXPERTISE
We excel in the seamless integration of sensors across various applications, elevating the capabilities of data collection, analysis, and decision-making. Our profound knowledge in sensor technology within the smart city context is showcased through the utilization of LiDAR sensors, Vision systems, Radar sensors, and computing hardware.
Our solutions and services span across different areas including Compilers & High-Performance Machine Learning, Sensor Data Processing, Embedded Engineering, compact AI/ML models, Image Data Processing, seamless IoT ecosystems, and advanced Digital Twin technology for smart cities. We also emphasize the utilization of physics-based digital twin, leveraging the principles of physics to create models of various scenarios. This provides cities with a fundamental framework for harnessing data to envision and implement enhancements to the urban environment.
Introduction
Engineering intelligence into the factory floor
We specialize in building edge-native AI and software systems for Industry 4.0 environments, enabling manufacturers and automation providers to deploy intelligence directly where production happens. By combining industrial sensing, optimized AI pipelines, and embedded software expertise, we deliver production-ready solutions for smart manufacturing, robotics, and quality inspection that operate reliably under real-world factory constraints.
Our Key Applications
Smart Manufacturing & IIoT
Modern production lines generate massive volumes of data, but most of it never turns into real-time action. We enable edge-native intelligence inside machines and IIoT systems, allowing factories to monitor operations, detect issues early, and respond instantly without relying on cloud latency. This improves uptime, stabilizes throughput, and creates a foundation for data-driven, scalable manufacturing.
Robots & Cobots
Industrial robots and cobots must operate safely and accurately in dynamic, real-world environments. Our optimized perception and edge AI pipelines enable robots to see, understand, and react in real time, even with variable parts and human collaboration. The result is smoother motion, better grasping, and reliable autonomy without increasing system complexity or compute load.
Quality Inspection
As production speeds and product variation increase, manual and rule-based inspection systems struggle to keep up. We deliver AI-powered visual inspection pipelines that detect defects, verify assembly, and ensure consistency at line speed. By running efficiently on edge hardware, these systems reduce false rejects, prevent escapes, and scale across multiple products and lines.
PPE Detection & Worker Safety
As factory environments become more complex and dynamic, manual safety monitoring and periodic audits fall short. We deliver AI-driven, vision-based pipelines that continuously detect PPE compliance and unsafe behaviour in real time. Designed to run efficiently on edge hardware, these pipelines enable faster intervention, reduce safety incidents, and support consistent enforcement across shifts, zones, and sites.
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AI Models Optimized
Optimized industry and domain-specific AI models for edge deployment across industrial applications.
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Increase in FPS
Delivered substantial runtime performance gains through model compression and hardware-aware acceleration.
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Sensor Modalities Enabled
Enabled AI workflows across multiple industrial sensor types, from sensor-level processing to application integration.
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SoC Platform Expertise
Deployed and scaled AI workloads across heterogeneous SoC platforms in industrial environments.
How we enable this
Industry 4.0 demands an end-to-end pipeline that connects sensing, intelligence, integration, and deployment, ensuring industrial AI is accurate, efficient, and reliable in real-world production environments.
We build the foundation for intelligent automation by enabling machines to see, sense, and understand their environment with accuracy.
- Multi-sensor fusion across cameras, LiDAR, Radar, depth & industrial sensors
- High-resolution signal processing pipelines for fast, reliable factory decisions
- Sensor & compute selection + benchmarking to match the right hardware to each workflow
Our edge-native AI stack ensures industrial systems run with low latency, high reliability, and continuous performance even in harsh conditions.
- Highly optimized AI models tailored for industrial workloads
- An industry-focused AI model zoo for quick customization
- Compiler and low-level optimization expertise to maximize performance on any SOC or edge device
We ensure your automation ecosystem works seamlessly, from robots to IIoT devices to cloud dashboards.
- Embedded software stacks on RTOS, ROS2, and Linux for robotics & IIoT
- Scalable edge- cloud orchestration for unified deployment & updates
- Custom SDKs enabling easy integration of domain-specific intelligence into existing systems
We turn AI into deployable, production-ready systems that improve uptime, quality, and safety.
- Vision-driven inspection systems for 2D/3D defect detection, OCR & measurement
- Real-time dashboards & alerts for worker safety and predictive maintenance
- PoC and deployment kits that accelerate industrial AI adoption without factory disruption
We help industries move fast while staying compliant, through safety-engineered innovation.
- Alignment with IEC 61508 as a baseline, scalable to sub-norms including IEC 61511, IEC 62061, IEC 61513, and EN 50516
- Development of safety-critical embedded software and firmware, with support for system-level diagnostics and fault management
- Process compliance, process audits, software coding compliance, and verification & validation
Our real-world deployment: Industrial Quality Inspection
Problem
High-speed production lines often struggle with consistent quality inspection. Manual checks and traditional rule-based vision systems fail to detect subtle surface defects, deformations, and unknown anomalies, especially across different product types. As throughput increases, manufacturers face higher scrap rates, inconsistent quality, and limited ability to scale inspection without slowing production.
Solution
An AI-driven, automated quality inspection system designed for conveyor-based production environments. The system utilises strategically placed, synchronised cameras to enable multi-angle vision fusion and applies deep-learning-based anomaly detection to identify both known and unknown defects in real-time. Optimized edge deployment ensures low-latency inference, allowing defects to trigger immediate sorting actions without disrupting line speed. The solution is adaptable across product variations and production lines, making it suitable for diverse manufacturing environments.
Business Impact
- Improved product quality by ensuring only defect-free items move forward
- 98% defect detection accuracy, including previously unseen anomalies
- 360° product inspection through AI-powered vision fusion
- High-throughput performance, supporting conveyor speeds of up to 22 m/min
- Scalable deployment across different product types and industries
- Lower operational costs through reduced rework and manual inspection
Why MulticoreWare?
Deploying AI in industrial environments demands more than algorithms, it requires deep understanding of hardware constraints, real-time performance, and production reliability. MulticoreWare brings deep engineering expertise to bridge this gap, turning AI, sensing, and edge compute into systems that work consistently on the factory floor.
With experience across industrial sensors, edge AI optimization, embedded software, and system integration, we help manufacturers and automation providers move from experimentation to production-ready deployments. The result is industrial AI that scales across lines, survives real-world conditions, and delivers measurable operational impact.
The integration of Artificial Intelligence (AI) in healthcare is rapidly transforming the way medical services are delivered. AI-driven solutions enhance patient care by enabling predictive diagnostics, real-time monitoring, and personalized treatment plans. Key advancements in AI applications, including medical imaging, Electronic Health Records (EHRs), and precision medicine, are driving more accurate and timely diagnoses.
Additionally, AI enhances operational efficiency by streamlining clinical workflows and optimizing resources, effectively tackling critical challenges such as escalating healthcare costs and staffing shortages.
MulticoreWare is at the forefront of this transformation, driving innovation in AI-powered healthcare solutions. By empowering providers with cutting-edge tools, the company enhances patient outcomes and optimizes care delivery.
OUR SERVICES
Diagonostic Medical Imaging
Our imaging solutions use multi-modal AI to enhance accuracy, reduce diagnostic delays, and deliver real-time radiology insights. From anomaly detection to workflow support, we optimize how imaging data is interpreted and acted upon.
Use cases include AI-driven analysis of MRI, CT, ultrasound, and endoscopy scans, automatically identifying tumors, lesions, and subtle anomalies with precision, reducing missed findings and enabling faster clinical decisions.
Data Extraction Workflow Automation
Agentic AI accelerates hospital workflows by integrating with EHRs, automating repetitive tasks, and enhancing coordination across departments. Our systems drive efficiency, reduce clinician burnout, and improve operational throughput.
Use cases include automated EHR updates, predictive resource planning, and intelligent hospital connectivity to streamline diagnostics, operations, and decision-making.
Patient Monitoring
We enable continuous, contactless monitoring using intelligent sensor fusion – capturing vital signs, respiration, and movement with high accuracy and privacy. This supports early intervention and safer care environments.
Specific applications include radar-based fall detection for elderly patients, real-time movement tracking in rehab settings, and non-invasive monitoring for remote or in-hospital recovery.
Activity & Movement Analysis
We leverage behavior recognition and pose estimation to track gestures, mobility, and movement in outpatient rehabilitation. These tools ensure correct form, prevent reinjury, and support recovery by providing accurate motion analysis.
Applications include posture correction during yoga, gesture analysis for personal health, and rehab tracking post-hospitalization. Clinicians can monitor progress and adjust care plans to improve outcomes and promote functional independence.
TECHNICAL EXPERTISE
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AI Models & Annotation
AI-driven models enhance diagnostic accuracy in radiology, pathology, and oncology by automating image analysis, enabling faster, more accurate diagnoses across CT scans, MRIs, and X-rays. -
Sensor Fusion & Analytics
Integrating data from multiple devices, AI analyzes vital signs, movement, and biometric data for real-time insights, improving care in patient monitoring, MRI systems, and rehabilitation. -
Agentic AI
Automating EHR data entry and patient history analysis, Agentic AI provides real-time insights, supporting faster decision-making in oncology, cardiology, and neurology, improving patient care. -
Video Processing
Video processing boosts telemedicine and remote monitoring, enhancing virtual consultations and surgical planning with high-resolution imaging for accurate diagnostics and care. -
IoT & Smart Connectivity
AI-powered IoT ensures seamless device integration and real-time data exchange across patient monitoring systems and medical imaging, enhancing interoperability and supporting predictive maintenance.
Efficient public transport, energy consumption, and law enforcement are three pillars that govern the efficient functioning of our cities. Technology and data-driven solutions improve the quality of life for residents, enhancing overall sustainability, efficiency, and functionality. As urban populations continue to rise, cities face mounting pressure to adapt and optimize their resources in real time.
Our commitment is to support the development of smarter cities by harnessing the power of AI, Machine Learning, and IoT technologies. At MulticoreWare, we leverage our expertise in video analytics, sensor fusion, edge computing, and real-time data processing to empower cities to manage their infrastructure more efficiently. Our advanced solutions help them make smarter decisions regarding traffic management, energy consumption, and public safety. By integrating cutting-edge technologies, we enable cities not just to survive but to thrive in an increasingly complex and interconnected world.
OUR SERVICES
Video Analytics Surveillance
- Analyze and interpret video footage in real-time
- Enable automated detection, recognition, tracking of objects, events, and behaviors
- Provide intelligent insights, actionable alerts, and efficient management
- Enable security and safety operations
Intelligent Traffic Management
- Optimize traffic flow, enhance road safety & urban transport efficiency
- Leverage sensors, real-time data analysis, and intelligent algorithms
- Monitor, control, and regulate traffic patterns and signals
Infrastructure Maintenance
- Plan and maintain ongoing activities - inspecting, repairing, preserving roads, bridges, buildings & utilities
- Supplement regular inspections and scheduled maintenance with proactive measures
- Proactively tackle problems and prolong the durability of infrastructure components
Parking Optimization
- Manage and allocate parking spaces using real-time data to minimize congestion, and maximize occupancy rates
- Enhance the overall parking experience for drivers in urban areas
Revolutionizing Waste Management
- Automated waste sorting
- Optimizing collection routes
- High-quality recycling and material recovery
- Enhancing worker safety and site mapping
- Employing predictive modeling for waste generation and resource planning
Water Management & Leak Detection
- Automated water usage monitoring
- Detecting leaks in real-time
- Ensuring efficient water distribution
Building and Energy Resource Optimisation
- Real-time energy monitoring through connected smart meters improves consumption efficiency
- Centralized control of HVAC systems and appliances enables adjustments based on occupancy
- Automated shutdown of lights, AC, and equipment in empty rooms cuts down unnecessary energy use
- Adaptive street lighting adjusts brightness according to traffic, enhancing safety and conserving energy
Smart Retail
- Use AR and data analytics to deliver personalized shopping experiences
- Real-time IoT tracking for optimized inventory management
- Instantly adjust prices based on real-time demand
- Automated checkouts minimize wait times
- RFID and camera systems enhance in-store security
Cobots
- Automate tasks efficiently while collaborating safely with human workers
- Predictive maintenance reduces unexpected downtime
- Remote operation enhances responsiveness in urban infrastructure
- Advanced safety features ensure secure, human-friendly interaction
Empowering Smart Cities with our Next-Gen Technologies
Our solutions, from automated pedestrian detection to vehicle presence monitoring, ensure accuracy, reliability, and efficiency:
- We specialize in integrating AI and ML to drive continuous innovation in urban traffic systems, providing cities with cutting-edge, real-time traffic management solutions.
- We provide seamless integration of sensors such as LiDAR, vision systems, radar sensors, and computing hardware to optimize data processing and enhance traffic management systems. Our deployment of advanced technologies like fisheye cameras, radar, LiDAR, and ToF sensors at traffic junctions ensures precise and reliable results. For instance, we can detect vehicles up to 500 meters away using high-resolution object detection at 20 frames per second with a 20-ft fisheye camera.
Read our blog: Intelligent Traffic Management | Presence Detection | Object Detection
- Our 32-channel automated pedestrian detection system at zebra crossings, effectively controls traffic signals, enhancing pedestrian safety and optimizing traffic flow.
- We utilize FPGA/DSP for edge processing that reduces power consumption by up to 5x compared to traditional CPU-based systems, ensuring energy-efficient operation.
- With built-in fault tolerance providing 99% uptime, our systems are designed for reliability, delivering the uninterrupted service crucial for urban infrastructure.
- We achieve 99% data annotation accuracy with a 90% overlap area, ensuring high-precision data processing for vital urban applications.
- We deliver high-performance solutions across machine learning, sensor data processing, embedded systems, compact AI/ML models, image data processing, IoT ecosystems, and advanced digital twin technologies. By leveraging physics-based digital twins, we model various urban scenarios to help cities visualize and implement data-driven enhancements to their infrastructure and services.
Empowering Smart Cities with our Next-Gen Technologies
Our solutions, from automated pedestrian detection to vehicle presence monitoring, ensure accuracy, reliability, and efficiency:
- We specialize in integrating AI and ML to drive continuous innovation in urban traffic systems, providing cities with cutting-edge, real-time traffic management solutions.
- We provide seamless integration of sensors such as LiDAR, vision systems, radar sensors, and computing hardware to optimize data processing and enhance traffic management systems. Our deployment of advanced technologies like fisheye cameras, radar, LiDAR, and ToF sensors at traffic junctions ensures precise and reliable results. For instance, we can detect vehicles up to 500 meters away using high-resolution object detection at 20 frames per second with a 20-ft fisheye camera.
Read our blog: Intelligent Traffic Management | Presence Detection | Object Detection
- Our 32-channel automated pedestrian detection system at zebra crossings, effectively controls traffic signals, enhancing pedestrian safety and optimizing traffic flow.
- We utilize FPGA/DSP for edge processing that reduces power consumption by up to 5x compared to traditional CPU-based systems, ensuring energy-efficient operation.
- With built-in fault tolerance providing 99% uptime, our systems are designed for reliability, delivering the uninterrupted service crucial for urban infrastructure.
- We achieve 99% data annotation accuracy with a 90% overlap area, ensuring high-precision data processing for vital urban applications.
- We deliver high-performance solutions across machine learning, sensor data processing, embedded systems, compact AI/ML models, image data processing, IoT ecosystems, and advanced digital twin technologies. By leveraging physics-based digital twins, we model various urban scenarios to help cities visualize and implement data-driven enhancements to their infrastructure and services.
Industry Applications
Technology Stack
Key Solutions
MulticoreWare has extensive expertise working with automotive edge computing, semiconductor businesses, autonomous vehicle companies, and sensor innovation startups to provide the most sophisticated algorithm development and optimization services. A partnership with us ranges from joint R&D to standalone production grade SW development conforming to safety requirements & automotive standards.
We are experts in high performance software and sensing, and we have a proven track record of developing software that can go into production in low-power processor systems. At MulticoreWare, we are always looking for new ways to apply our expertise to solve real-world problems.
INDUSTRY SEGMENTS
Our solutions and services span across different areas including compilers & high-performance machine learning, sensor data processing, image data processing, and can be customized to serve a variety of industries with multifarious use-cases.
- ADAS/ Autonomous Vehicle
- In-Cabin Industry
- Autonomous Robots & Drones
- Automotive SW
- Fleet Analytics
- Shared MaaS
- Micromobility
OUR OFFERINGS
In Cabin AI - Low Power & Low Memory, Customizable modules:
McW specializes in offering innovative & optimized solutions for ADAS & Robotics Perception Stack, SLAM & HD Mapping.
RADAR Software & Signal Processing Development:
Our proficiency drives innovation in RADAR technology, shaping its software and signal processing to align with the needs of the future.
Autonomous Mobility / ADAS - Algorithm Deployment - Edge AI:
Our expertise in deploying advanced algorithms at the edge empowers vehicles with real-time decision-making capabilities for safer and smarter mobility solutions.
Autonomous Mobility / ADAS - Perception Algorithm Development:
We leverage cutting-edge AI and Machine Learning to create software solutions that drive self-driving vehicles and enhance road safety.
Sensor Signal processing & Fusion:
Our team offers customized solutions & services for Sensor fusion, Point cloud AI analytics, High-resolution RADAR processing, Time of Flight sensors and other 3D sensing modalities.
Intelligent Fleet Analytics:
We deliver advanced data analysis tools by incorporating our proficiency in telematics, machine learning, and predictive analytics to streamline and optimize fleet management.
Functional Safety & AutoSPICE Compliance:
Our commitment to excellence ensures safety-critical systems meet rigorous industry standards and quality benchmarks.
Embedded Software Development:
We provide software services for BSP, Device drivers, and safe real-time operating systems (QNX, ROS2) in various applications.
Autonomous Robots & Drones:
We excel in merging Autonomous Drones with AI and advanced Imaging technology, including hyperspectral Imaging Sensors, to deliver high-performance solutions.
Generative AI:
We optimize transformer models for low-power Automotive Edge platforms and accelerate Robotics Perception solutions with custom Sensor Fusion.
Media and entertainment industry is witnessing advancements in video codecs, leading to higher compression efficiency and improved quality for streaming content. OTT platforms have become more personalized, leveraging AI to tailor content recommendations based on individual preferences. Interactive and immersive experiences, such as augmented and virtual reality integration, redefine user engagement.
INDUSTRY SEGMENTS
With our expertise in video codecs and workflow tools, we offer services and solutions spanning multiple sectors, including film, television, publishing, broadcasting, live streaming, sports and advertising. In the streaming and broadcasting sectors, video workflows play a central role in ensuring high quality delivery of video content to a wide array of devices.
OUR SERVICES
The popularity of Over-the-top (OTT) services has surpassed broadcast TV and grown from being a niche streaming option to one of the most popular ways to watch video-based content. MulticoreWare’s video encoders and service offerings power some of the largest OTT & Video Streaming services.
AI-driven Compression and Optimization:
Enhance streaming speed and data efficiency, ideal for video streaming platforms, e-learning providers, remote work solutions.
Content Optimization and Quality Enhancement:
Improve video quality using AI/ML; suitable for media companies, video production studios, online course creators.
Automated Video Editing:
Streamline content creation with AI; perfect for social media platforms, news agencies, content creators.
Audience Engagement:
Analyze emotions and sentiments for better targeting, great for digital marketing agencies, e-commerce platforms, entertainment industry.
Video-driven Interactive Installations:
Create adaptive and engaging experiences, ideal for event organizers, museums, retail stores.
Ad Targeting and Optimization:
Utilize user behaviour and preferences for effective advertising, suitable for advertising platforms, publishers, social media networks.
FFmpeg and GStreamer offer seamless integration into existing video processing pipelines without requiring additional upgrades to the existing infrastructure.
OUR PRODUCTS
Codecs play a crucial role in enabling seamless video delivery experience. We work closely with our customers, acting as a supportive extension to their core engineering or R&D divisions.
MulticoreWare is leading the development of open-source Versatile Video Coding (VVC) encoding library, the Next-Gen Video Technology, through the x266 consortium.
Our best in class video encoding library - Ultraziq, an extended product built on top of the *x264 (AVC) and x265 (HEVC) encoder libraries are targeted at achieving better video quality and turn-around time for OTT and live streaming use cases. Codecs are crucial in Video Delivery for Streaming and Broadcasting industries.
Our leading HEVC Encoder (x265) serves leading media companies, World’s top semiconductor companies, Video Streaming Services, Cloud Media Services Providers, OTT companies, Video Equipment Vendors and Video Software Developers.
We facilitate automation of your Video QC pipeline with our solution LipSync, a ‘watch and listen’ AI tool that decides and flags media content with lip sync errors without disrupting the readiness of Video Production or Delivery.
OUR POSITIONING & USP
- Reduced TCO: Optimize media workflows with automation and advanced technology
- Monetization: Drive revenue growth using sector-specific knowledge and expertise
- Trusted Partner: Proven track record and long-term commitment in the M&E industry
- Scalable Solutions: Adapt to industry changes and growth with our flexible engagement model
- Competitive Advantage: Leverage expertise in video codecs and AI/ML applications for media
- Innovation: Enhance content offerings through deep industry experience and insights
Disclaimer: x264 (AVC) is not owned by MulticoreWare.
Delivering High-Performance Compute Solutions for Next-Gen Workloads
MulticoreWare’s Compute BU specializes in developing high-performance computing solutions that maximize efficiency across CPUs, GPUs, NPUs, and DSPs. From software stacks to cloud-scale infrastructure, we drive innovation in AI/ML workloads, heterogeneous compute platforms, and next-gen compilers, helping customers stay ahead in an evolving compute landscape.
Our team combines deep technical expertise with hands-on experience in AI accelerators, TensorFlow/PyTorch frameworks, and HPC workloads, delivering measurable improvements in speed, scalability, and resource optimization.
OUR SERVICES
AI/ML Accelerator Expertise
We optimize AI/ML pipelines across 15+ accelerators with ISA-based tuning and graph-level optimizations like OP fusion and layout transformations in TensorFlow, PyTorch, ONNX, and TFLite. Our compiler expertise enables lowering ML operations to LLVM IR for efficient compute pipelines. We also integrate custom ML runtimes, ensuring precision and scalability for quantized and floating-point models.
CPU, GPU, and DSP Solutions
We develop platform-specific SDKs, toolchains, and libraries for multi-ISA portability across x86, ARM, RISC-V, and DSPs. Our expertise spans LLVM-based graph compilers, BSPs, device drivers, and seamless porting across architectures. These solutions maximize performance and efficiency for heterogeneous compute environments.
AI Infrastructure on Cloud
We build scalable AI platforms on OpenStack and optimize cloud AI runtimes for edge-to-cloud deployments. Our performance tuning leverages SPEC, MLPerf, and Geekbench benchmarks, while ISA-based AI optimization improves latency and throughput across CPU, GPU, and NPU architectures. Virtualization support enhances HPC and cloud-scale compute efficiency.
RISC-V Solutions
We enable full-stack RISC-V solutions, including SoC bring-up, embedded development, and performance tuning. Our expertise covers optimized web servers for RISC-V and seamless software porting, ensuring efficiency and compatibility across diverse computing workloads.
Compilers Expertise
Our compiler expertise spans LLVM-based enhancements, graph compiler optimizations, and HPC workload tuning. We profile and scale compute-intensive applications while validating cloud and AI infrastructures for security, reliability, and efficiency.
GenAI and LLM Solutions
We build platform-specific Model Zoos and optimize AI models for conversion, fine-tuning, and benchmarking. Our expertise in scaling complex ML and LLM pipelines ensures seamless edge-to-cloud AI workflows, unlocking Generative AI’s full potential.
WHY CHOOSE MULTICOREWARE?
- Holistic Compute Solutions – Expertise across AI/ML frameworks, accelerators, compilers, and HPC workloads.
- Platform-Specific Optimizations – Precision-tuned solutions for CPUs, GPUs, DSPs, and NPUs, delivering measurable performance gains.
- Scalable Innovation – Seamless solutions that scale across architectures and environments, ensuring faster time-to-market.
- Real-World Expertise – Over a decade of hands-on experience in building AI solutions, compilers, and cloud-scale infrastructure for industry leaders.
For more information, write to us: info@multicorewareinc.com
OUR PRODUCTS
VaLVe: Variable - Length Vector (VaLVe) library:
VaLVe, an IP from MulticoreWare, is a powerful programmer productivity tool designed for SIMD programming. It extends support to multiple architectures, such as ARM V9 and RISC-V.
VaLVe is a two-layer library enabling explicit vector programming that makes vectors look and feel like native data types.
Perfalign: Accelerating Software Development:
Perfalign is a unified toolkit designed to simplify the complexities of AI model development.
With its comprehensive suite of tools – ranging from visualization to functional validation to profiling and performance analysis, Perfalign empowers developers by providing actionable data at their fingertips, enabling them to extract the maximum potential from both their models and hardware platforms.