AI Twin - Intelligent Data Product for IoT Assets

Operations Planning

Financial Planning

Empower Resources & Training

IoT data meets machine learning. Leveraging AI-twin, raw IoT data is refined into concise, human-usable concepts, unlocking new avenues for understanding and utilization.

Digital Twin

Bridge the gap between physical and virtual, brinign transparency and confidence. A twin with knobs that let you tweak things in virtual world evaluate impact before committing in real enevironment.

AI intelligence

Transform sensor signals into actionable moments. Elevate tens of Iot signals into meaninful narratives. Form a complete picture from Iot fragements and data points

Dataknobs Expertise

Data

IoT

Machine Learning

IoT devices collect real-time data from physical assets, which is then processed using machine learning algorithms to create a digital twin, enabling intelligent asset management and predictive maintenance.

BUILD DATA PRODUCTS USING IoT AND ML

Dataknobs capablities - AI TWIN and AB Experiment - AI Twin is intelligent twin and AB Experiment let you experiment with different settings

AI Twin Features

For Operations

Raw Signal Intelligence

AI Twin goes beyond simply collecting data. It ingests raw signals from across your factory floor, from sensors on machines to environmental indicators. It enhance operational effectiveness by providing real time update, alerts

For Data Scientists

Experimentation Playground

Want to test new production tweaks without risking real-world disruptions? AI Twin's and AB Experiment lets you experiment safely and see the potential impact before making changes.

Well governed data

Data Lineage and Extensibility

Dataknobs AI twins offer a complete picture of your data's journey, capturing how raw data is collected, processed, and transformed into valuable insights like remaining useful life and machine health. This lineage extends from the initial IoT signal generation to the development of these higher-level data products.

CIO and CDO

Higher-Level Data Products

AI Twins transform raw data into valuable insights that are easy to understand and use. These higher-level data products, such as equipment health, plant health, and remaining useful life, can be leveraged by executives like CIOs, CDOs, and CPOs to make strategic decisions. Finance teams can also use them for tasks like depreciation calculation and budget planning.

For Machine and Human

Predict Failures

AI Twin's data products are designed for both humans and machines. Business users gain clear, actionable insights, while automated processes can leverage the data for real-time optimization. With AI Twin, you can: predict failures and reduce mainteance costs.

Business and Finance

Extend equipment life

Implement predictive maintenance to avoid costly breakdowns and keep your machines running smoothly. everaging IoT (Internet of Things) and Machine Learning (ML), businesses can gain valuable insights into their machinery and infrastructure, transforming maintenance strategies and ensuring the longevity of critical assets.

Operations and Finance

Optimize production processes

Fine-tune your operations for maximum efficiency and quality control. With AI Twin you can increase efficiency, reduce costs, and minimizing environmental impact. Through real-time monitoring and data analysis, these technologies enable predictive and adaptive management, leading to more sustainable and effective operations across different industries

Identify Anomaly

Catch Anomalies to smooth operation

Anomaly detection using IoT and ML is revolutionizing industries by providing real-time insights and enabling proactive decision-making through pattern identification, benchmark creation, and exception pinpointing. This integration enhances operational efficiency, security, and data-driven decisions across sectors like manufacturing, healthcare, finance, and smart cities.

Offerings

Pre Built Capabilities

  • Health Index computation for asset
  • Remaining Useful Life computation
  • Predictive maintenance - Probability of failure
  • Anomaly detection
  • Tools to create EDAs on IoT dataset
  • Synthetic Data Generation
  • Multiple models built
  • Explainability
  • Customization

    Startup and enterprise who wish to build their own data prodct can hire expertise

  • AI Twin expertise
  • Machine Learning expertise
  • Data product building expertise
  • Cloud - AWS, GCP,Azure
  • Example Project

    Choose a partner with proven expertise in delivering Industry 4.0, Smart Factories, Optimized Data Center capabilities

    Hire experts who have built predicitve maintenance, remaining useful life, factory hearl scenarios