Machine Learning: Role in Pricing And Inventory Optimization

Written by tullika | Published 2021/07/27
Tech Story Tags: machine-learning | dynamic-pricing | demand-forecasting | forecasting-inventory | ecommerce-business | big-data | ai-price-optimization | product-pricing

TLDR Machine learning is a subset of artificial intelligence and it is based on the notion that systems can derive valuable information from data. Software solutions that are powered with machine learning can make it easier for retailers to stay ahead and win the retail race. An AI-powered pricing software can forecast with precision which means you can stay ahead of even your closest competitors. It makes use of historical data to make the correct predictions so you know when to change the price and to tweak your inventory to the highest profits and lower your costs.via the TL;DR App

Machine learning is a subset of artificial intelligence and it is based on the notion that systems can derive valuable information from data. Machine learning can unearth patterns and open a window of opportunity for businesses; whether they are startups or enterprise-level businesses.

In the retail sector, machine learning can make a path-breaking difference because the sector is volatile. Software solutions that are powered with machine learning can make it easier for retailers to stay ahead and win the retail race. If you want to make the right pricing and inventory decisions, then an AI-powered analytical solution is your best investment.

Here’s why.

Accurate Forecasting

The AI-powered pricing software can forecast with precision which means you can stay ahead of even your closest competitors. Such a solution will make use of big data so you can price your products right without underpricing or overpricing them. A machine learning solution will enable you to know which products you should stock depending on the time of the year and the current market scenario. It makes use of historical data to make the correct predictions so you know when to change the price and to tweak your inventory to make the highest profits and lower your costs.

Enables Testing Of ‘What If’ Scenarios

Different businesses in the retail sector have different goals and a machine learning solution helps you forge ahead by thoroughly testing various scenarios of your choice. Let us say you want to find out what happens if you price the product at a certain point. The solution enables you to find out what happens if you do just that. The precision of a machine learning solution is superior and void of biases that humans tend to have. This enables the solution to test objectively and give real answers that can help you get information about what happens in numerous situations.

Helps Identify Gaps

Machine learning can help you identify gaps in the market. If you want to gain a competitive advantage, then you need up-to-date information so you can make the right stocking and pricing decisions. For instance, your competitor might be out of stock of certain products that you sell. In such a case, the solution will enable you to know about it so you can sell that product at a fair price that your customers are willing to pay. This gap-finding enables you to use the inventory you have and set the price right so you can win and get new customers too.

Works With A Large Set Of Data

Precise forecasting is possible when there is a large set of data. Machine learning solutions such as inventory and price optimization solutions work with thousands of products that are available globally to give you precise information. This enables the optimization solution to provide you with a very detailed view of the market which includes pricing, competition, and stock levels. As it works with so many products, it enables you to choose the best way to maximize your customer base by enabling you to select the right pricing and inventory levels at every stage based on past data. This allows for better decision-making.

Lower Costs

It can help you lower your business costs. For instance, if you know which items to stock and when you won’t need to waste resources to store products that you are not selling anytime soon. By optimizing inventory, you get to cut costs and only have inventory that you are going to sell. This efficient way of managing inventory helps you keep costs to the lowest while maximizing profits. A machine learning inventory optimization tool allows you to maintain the right stock levels so you never have too much stock or too little stock.

Allows Real-Time Decision-Making

Running a successful business is all about making correct decisions in a snap. When you have a normal optimization solution you may be able to make good decisions but you won’t make great ones. With a machine learning optimization solution that targets inventory and price, you get to make decisions that can change the course of your business. An AI-powered solution enables you to make quick and informed decisions so you can seize every opportunity such as inventory gaps left by your competition. This helps you make decisions in real-time because you always have up-to-date information about the products you sell.

Helps Drive Profits

With the help of pricing software, you can increase profitability. Price comparison websites are galore and your customers are always on the lookout for the best price. With a machine learning tool, you can optimize prices so you can set the price just right. You can ensure the price is neither too low that your customers start doubting your credibility nor too high that your customers turn to competitor products. Having the correct inventory levels available when your competitor is out-of-stock enables you to attract more customers. In this way, you can retain existing customers and bring in new customers.

Saves Time

Imagine thousands of data sources at your disposal. Will you be able to compare them all to make proper pricing and inventory decisions? Probably not. An AI-powered solution helps you save time as you are given recommendations based on solid data. Such a solution cuts out the complexity for you and provides you with a simple way of analyzing so you can make correct decisions that will directly impact your bottom line. In retail, many factors are at play when it comes to inventory and price. With a machine learning solution, analyzing becomes doable and it ensures you can do things fast and make better instant decisions.

AI is going to change how retailers make decisions. An inventory and price optimization software solution can make all the difference to your business as it encourages smart and accurate decision-making. Gone are the days when you can take decisions on a whim and keep your fingers crossed in the hope that the decision is the right one. Data isn’t the answer but proper utilization of the data is vital to your business’s continued growth. Machine learning solutions in retail will change the dynamics by giving more power to retailers so you can stay on top of the game. Investing in an AI-powered software solution is a decision well-made.


Written by tullika | Senior Analyst at Intelligence Node, a retail analytics and AI price optimization company
Published by HackerNoon on 2021/07/27