What it is, in plain words

A prediction model is software that studies your past records, such as sales, orders or customer activity, and finds the patterns behind them. It then uses those patterns to estimate what is likely to come next. It cannot see the future. It gives you a careful, data-based estimate, so your decisions rest on evidence rather than on memory or gut feeling alone.

How it works

• We talk with you about the decision you want to make and the question the model should answer.
• We look at the data you already collect across your channels, and agree which of it is worth using.
• We clean, process and store that data so it is ready for analysis. This is often the largest part of the work.
• We build and train a model on your data, then check its estimates against what actually happened in the past.
• You receive the results as reports and, if you wish, inside the business intelligence tools you already use.

What you get

• A cleaned, organised dataset that you own and control, so you regain the sovereignty of your business's data.
• A prediction model built on deep neural networks (DNN) and trained for your question.
• Explainable AI (XAI) reports that show, in plain terms, which factors drove each estimate.
• Integration with business intelligence (BI) tools, so forecasts appear in the dashboards your team already reads.

Example uses

• Forecasting sales and demand, so you can plan stock and staffing ahead of time.
• Spotting consumer trends early in customer data from different channels.
• Estimating the likely return on investment (ROI) before you commit money to a new project.
• Testing a plan against the data, to reduce the risk of decisions driven by habit or past experience alone.

Deep neural network (DNN) machine learning models

A deep neural network is a type of machine learning (ML) model built from many layers. Each layer picks out patterns from the one before, which lets the model find relationships in large, messy datasets that simple rules would miss. Business patterns are discovered through data mining. Today you receive customer data over many channels, and the key is choosing which data to use. MAGO AI helps you dig into your data to find the trends that matter. Our DNN models are specialised and pre-trained to discover consumer trends, and they provide analysis for your review.

Combating cognitive bias

Cognitive bias means repeated, systematic errors of thinking that happen when we rely too much on previous knowledge and observations. Reducing that risk is the main reason data analysis matters to a business. Predictive analysis gives you a sense of your ROI before you decide to invest, and helps you see future trends early so you can get ready for the next big wave.

Getting your data ready

Most of the value comes from good data, not from the model alone. MAGO AI helps streamline data cleansing, processing, storage and machine learning analytics. Cleansing fixes duplicate, missing and wrong records. Processing puts records from different sources into one consistent format. Storage keeps everything in one place that you control. Once your data is in order, it can support later analysis too, not just one model.

What data do I need?

Start with the data you already have, such as sales records, orders or customer data from your different channels. It does not need to be tidy. Cleaning and organising it is part of the service. We will tell you which data is useful for the question you want to answer.

Will I understand the results?

That is what the XAI reports are for. They explain in plain terms which factors drove each estimate, so you can judge whether it makes sense before you act on it.

Does the model make decisions for me?

No. The model gives you analysis for your review. You and your team still make the call, with better evidence in front of you.

Who owns the data?

You do. A key aim of the work is to help you regain the sovereignty of your business's data, so it stays an asset you control.

If you have data and a decision you would like to make with more confidence, contact MAGO AI. Tell us what you want to predict, and we will talk through what your data can support.