Machine Learning Consulting

Extracting wisdom from high volumes of raw data.


Research and development expertise, a deep knowledge of state-of-the-art techniques to design, build, and deploy bespoke machine learning and artificial intelligence solutions.

Data, Information, Knowledge, Wisdom Pyramid. DKIW We specialise in applying machine learning to industrial enterprises; leveraging data streams from a variety of industrial data sources including:

  • Plant Instrumentation
  • Cameras which segment, locate, and identify objects (e.g. parts on pallets or shelves, or in storage bins)
  • Sensors on mobile robots.
  • Sensors on production equipment.
  • Fleet tracking data from vehicles.
  • Automatic identification and data capture (AIDC) systems (such as RFID).
  • Software Systems and Databases
Your application and situation drive the needs of any consulting solutions we suggest. This is not a one-size-fits all approach. Each solution is custom designed to your specific needs.

We advise upon data-driven solutions that maximise the productivity of your operations. We have an unrelenting focus on translating emerging research into commercial outcomes for our clients.

We transform ideas from conception to design to implementation. Our consulting process begins with a needs analysis and an assessment of the value and constraints.

We advise on the selection of data sources and streams and undertake the design of tailored perception algorithms and data pipelines. We generate an integration plan to ensure that the data streams from your plant are integrated into the data pipeline cohesively. We tap into this data pipeline with analytics algorithms to fuse the data sources, find meaningful patterns, and extract useful insights.

We manage the innovation process from end-to-end and have a commitment to quality in our engineering service offerings.

Industrial Streaming Data Analytics Pipeline

Streaming Data Pipelines

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Want to achieve operational excellence with data-driven industrial automation? Learn more about our machine learning consulting services.

Capability List


  • Mobilising Research Capabilities for Your Industry
  • Robotics Research Capabilities
  • Machine Learning Research Capabilities
  • Manage External Innovation
  • Manage Internal Innovation
  • Manage R&D Process
  • Tailored ML Model Design


  • Data-driven Factory Automation
  • Data-driven Logistics Optimisation
  • Machine Learning for Asset Management
  • Video Analysis and Pattern Recognition
  • Audio Analysis
  • Natural Language Processing
  • Multimodal Sensor Interfacing
  • Dynamic Models
  • Signal Processing
  • Design and Deployment of Customised Deep Learning Solutions