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Anomaly detection services & solutions

With our anomaly detection development services, you’ll identify and resolve problems before they impact your processes, customers, revenue, and brand equity

Explore our anomaly detection services

Our company is well-versed in cloud computing, artificial intelligence and its subsets, data science, and the Internet of Things. Equipped with this knowledge, ITRex can help you with anomaly detection solution development — in the cloud or at the edge. So, choose an approach that best works for you:

Cloud anomaly detection

We’ll scavenge data from across your IT infrastructure, including internal software systems, connected equipment and assets, and third-party services, and relay it to the cloud. It’s there that custom-trained machine learning models will consume it, detect any deviations from a preset baseline, and prompt you to take action.

Edge anomaly detection

To reduce data latency and cloud infrastructure costs in mission-critical systems, such as production line monitoring, autonomous vehicles, traffic management, and medical IoT solutions, we’ll configure anomaly detection systems to do their magic on the device. The data that does not require immediate analysis will be bulk-uploaded to the cloud for later analysis and secure storage.

Our anomaly detection solutions will help you:

Turn your siloed IT systems and data sources into a unified intelligent analytics solution

Eliminate the need for manual data review and, in the case of unsupervised machine learning, data labeling

Detect spikes, performance glitches, correlations, and trend shifts before they affect your business

Stay on the alert thanks to real-time notifications

Democratize access to data analytics, helping your employees of all levels make better-informed decisions

Improve the security, reliability, and resilience of software and cyber-physical systems

Our anomaly detection services tech stack

Our anomaly detection company leverages a combination of open-source and proprietary technologies, including machine learning frameworks, data mining tools, and application integration services, to craft process monitoring and anomaly detection solutions tailored to your business needs:

Cloud services

Microsoft Azure (Cognitive Services, Anomaly Detector), AWS (Sagemaker, Cloud Watch, Kinesis, Panorama, IoT Greengrass), Google Cloud (Stream Analytics, AI services)

Machine learning models

Scikit-learn, PyTorch, TensorFlow, Keras, Apache Spark MLlib

Data integration, warehousing & analytics

Apache NiFi, SQL Server Integration Services, Trifacta, Apache Kafka, Amazon Kinesis, PostgreSQL, MySQL, AWS Glue, Azure Data Factory

Data visualization

Kibana, Grafana, D3.js, matplotlib, Plotly

Industry-specific anomaly detection solutions we build

Whether you’re into supply chain management or run a BioTech laboratory, we’ll gather data you never knew you had, boil it down to meaningful insights, and present the findings using sleek user interfaces — from cloud dashboards to voice assistants. Our anomaly detection software expertise spans:

Healthcare

We’ll configure your healthcare, pharma, and life science technology systems to automatically identify changes in patient vital signs data, adverse drug events, high-risk patients, equipment failures, and outbreaks of infectious diseases

Manufacturing

Our custom anomaly solutions address assembly verification, surface inspection, process monitoring, and root cause analysis, helping you enhance equipment uptime, quality control, energy optimization, and accident prevention.

Retail

As an anomaly detection company, we help retail and eCommerce businesses spot credit card fraud, improve security in physical stores, analyze sudden drops and spikes in product demand, catch pricing errors, gauge customer satisfaction, and more!

Smart cities

ITRex will help you merge anomaly detection solutions into technology systems comprising smart city deployments. These include sensor and camera-based traffic monitoring, public safety, energy and waste management, and animal control systems

Logistics

We’ll help you detect deviations from normal logistics operations to act proactively. Identify delays and bottlenecks in real-time, analyze sensor data to predict vehicle or equipment failures, detect unusual demand patterns, and adjust logistics strategies accordingly.

Energy and Utilities

Our solutions leverage AI and deep learning to identify security risks, operational deviations, and unauthorized activities in energy and utility infrastructures. Integrated with IoT and SCADA systems, our real-time alerts enhance compliance, safety, and efficiency, ensuring seamless and secure operations.

Why select ITRex among other anomaly detection companies?

We know your business inside and out. Thanks to our rich expertise in multiple domains, including healthcare, banking, and commerce technology, we understand the unique challenges your business faces — and build anomaly detection solutions that fully address them.

We take the custom route. Our team creates bespoke anomaly detection solutions based on robust cloud services and open-source machine learning technologies. These solutions, unlike SaaS-based tools, are customizable, fully address your requirements, and scale as your business grows.

We breathe AI. ITRex has been training custom machine learning models, from supervised algorithms to deep neural networks, since before it became mainstream. We know how to collect and prepare training data and create AI-based anomaly detection solutions that are accurate, explainable, and ethical.

We strive for your success. Our customer satisfaction index of 83% speaks for itself: our anomaly detection service team won’t stop until your connected palette changer or Holter monitor flawlessly spots abnormalities and notifies staff before accidents occur.