From Pit to Prediction: A New Age of Mining Intelligence
Client
A Global Natural resources Giant
Project Type
Custom Software Development
Industry
Manufacturing
Year
2023 & Ongoing
At a Glance
A global natural resources giant operating across India, South Africa, Liberia, and Namibia – offering everything from oil & Gas to optical Fibre – wanted to ramp up efficiency on their manufacturing floor.
1
What?
2
How?
3
Why?
Challenges
Despite having custom plant platform to monitor operations, the system had a major blind spot. It could not connect production output with predictive insights. That meant because of key processes were still relying on manual computing the whole workflow used to be slow, error-prone, and inefficient.
Human errors in ML Models
Manual steps in the AI/ML pipeline were leading predictions prone to mistakes, which was affecting overall accuracy and shaking trust.
Disconnected Data
Though the data integration system tracked real-time process data, the production output was not linked. The prediction system had to be run separately on local systems, making the workflow cumbersome and disjointed.
No Unified View
With data insights scattered across different platforms, teams lacked a central dashboard to access, analyse, and act upon insights, slowing down responses and reducing operational visibility.
Lack of Automation
Every step, from data collection to model execution, required manual effort, leading to delays, inefficiencies, and lost opportunities for in-the-moment intervention.
Inefficient Decision Making
Without predictive triggers and pre-batch forecasts, operators could not tweak parameters in advance, often resulting in faulty output and wasted resources.
Our Strategy
Our Tech Mavens
👷♂️👷♂️
Business Analyst
👩🎨👨🎨👩🎨
Designers
👨💻👩💻👨💻👩💻
Developers
🕵️🕵️♀️
QA Specialists
👨💼
Project Manager
Our Tech Vault
Our Solutions
Automated AI/ML Engine
We built a fully automated AI/ML pipeline that takes care everything from data extraction and pre-processing to running model and deploying results. The best part? It runs start to finish with no manual input needed.
Batch Trigger System
An adapter tracks exactly when a batch kicks off or wraps up, automatically grabbing the relevant data. No handholding, no logging delays, just instant smarts baked in.
Real-Time & Historical Data Compatibility
Live feeds or archived logs-it doesn’t matter. We made a system that can plug into both also process them smoothly and gives teams the flexibility to analyse what they need, when they need it.
Pre-Batch Predictions
Up to 15-20 minutes before a batch starts, the system runs forecasts based on predefined parameter ranges (synced with the data integration system) to predict possible “bad billet” outcomes. Teams now get a heads-up on possible issues and can course-correct early.
Unified Data Output
We pushed model outputs back into existing software interface. Now, users get a clean, all-in-one view of predictions, performance, and suggested tweaks; all without switching platforms.
Scalable & Secure Architecture
Built with Python scripts and ready-to-roll APIs, the backend handles large datasets with ease and scales to meet growing system needs without breaking stride.
Customizable Adapter
To make sure the system stays future-ready, we kept the adapter flexible. It can connect to new data sources, tweak model parameters, and evolve with changing production flow.
Outcomes
Zero Manual Intervention
The entire system now runs on its own. From data collection to prediction, it’s fully automated which results into eliminating delays, errors, and manual intervention.
On-Time Insights
As live data flow in, it’s instantly processed and analysed – giving the operations team quick, reliable insights they can act on without skipping a beat.
Tight-knit System Sync
Our adapter connects with existing system effortlessly. It detects the starts of each batch, pulls in the right data, and feeds prediction results back in – all in one seamless loop.
Pre-Batch Prediction Power
About 15-20 minutes before each batch begins, the system scans critical parameters. If there’s hint of a bad billet, the team gets an early heads-up to and adjust inputs to avoid wastage and inefficiency.
Scalability Unlocked
Whether you are adding new lines, plants, or production zones, the system scales without a hiccup. It’s automation that grows with you, without needing to be rebuilt from scratch.
The solution scales effortlessly across units, batches, plants, and future-proofing operations with smart automation.
The System’s Waiting
Let’s plug, play, and predict.
