Welcome to THE data analysis bureau
We use data science, Machine Learning & AI to deliver
business insights

Build and Scale AI faster, better & cheaper

T-DAB is a technology company on a mission to revolutionise the building and transformation of Internet of Things (IoT) powered industrial businesses through Artificial Intelligence (AI).

From Data Strategy to building AI to MLOps, we can help you accelerate your time to value and scale AI across your business.

A New Approach to Delivering On-Device Intelligence

Federated Learning with OctaiPipe

Train, Fine Tune, and Manage Federated AI for IoT

Interconnected devices are essential for the future resilience and performance of Critical Infrastructure. However, with increased connectivity comes increased risk and cost. Octaipipe enables trustworthy AIoT by embedded design, creating secure smart networks of devices that ensure the performance, resilience and efficiency of Critical Infrastructure.

OctaiPipe enables industry to access the promises of AI of new business models, environments, and revenues by delivering Edge AI that is more affordable, private, scalable, and resilient

Secure and private FL for IoT:

Make your IoT devices intelligent with private and secure AI. Leverage robust security and privacy features to ensure system security, data privacy, and compliance. Handle your sensitive IoT data confidently, knowing it stays securely where it belongs – at the edge.

Efficient and Resilient edge FL-Ops:

Decrease cloud dependency and reduce costs, all while accelerating the learning process. See significant cost savings in training, cloud infrastructure, and data transfer.

Trustworthy-by-Design AI for IoT:

Build AIoT solutions you can trust to scale with OctaiPipe. Access a catalogue of optimised machine learning models to jump-start your journey. Make your AIoT systems more scalable and resilient with continuous collaborative learning.

OctaiPipe enables you to finally unlock the value of AI using...

Accelerated AI

Deploy OctaiPipe in less than 1 day

Federated AI

Learn across thousands of devices without centralising data

Private AI

Intelligence without compromising data privacy and ownership

Cost efficient AI

On device learning and prediction minimises network data transfer and cloud compute costs

FL-Ops managed AI

Automated and AI managed model lifecycle, overcoming engineering resource shortages

Resilient AI

AI that is less reliant on cloud services and network stability for on-device intelligence

OCTAIPIPE Removes Risk and Cost Barriers to AIoT at Scale

Rather than move data, we move models to the data – train models locally at nodes, then aggregate the models

Maximises privacy and security
Minimizes data transfer and compute costs
Relies less on network or cloud connectivity
Immutable properties of dockerised pipelines ensure replicability and portability between devices and locations

Octaipipe platform: enabling edge ai


Connectors to common development environments, pre-build assets, and ready to deploy solutions for data scientists to create and deploy solutions easily between the edge and the cloud


A best in class Federated Learning platform enhancing the privacy, resiliency, and efficiency of Edge AI in IoT


Federated Learning Ops platform graphical UIs to enable the user to efficiently manage the entire workflow and create resilient systems using federated learning, automated model fine tuning, and continuous collaborative learning with edge FL-Ops

OctaiPipe IS AN EDGE AI Platform for Critical Infrastructure IoT:

Edge FL-Ops

Automated FL-Ops platform optimised scale FL distributed applications through their entire lifecycle either at the Edge or in the cloud

Edge FL solutions

Ecosystem catalogue of pre-packaged models, components, and platform to solve high value use cases

Edge Federated Learning

OctaiPipe delivers on device intelligence minimising data transfer and compute costs, privacy risks, latency issues, and cloud service dependency.

Octaipipe Features

  • Rapid automated deployment with infrastructure as code
  • Cloud agnostic and portable
  • Seamless edge-cloud connectivity
  • Experimentation and model management tools
  • Automated and scalable model deployment to the cloud or the edge
  • AI managed FL-Ops for model deployment
  • Federated learning capabilities
  • Learning and prediction optimized for micro computers

Octaipipe runs on…

Compatible with all major ML/DL libraries

OctaiPipe builds models in ONNX format, making OctaiPipe solutions framework agnostic