A Consumer Insights Revolution: AI and Unstructured Data
November 7, 2023
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Artificial Intelligence (AI) for Consumer Insights is developing rapidly, however, there is still much more to discover. In fact, most businesses are still in the infancy of understanding and implementing Artificial Intelligence to understand their customers, competitors and their market.
AI has the capacity to revolutionize the way we gather product and consumer insights. It's predicted that investments in AI technologies this year will have a huge impact on the development of strong insights for analytics teams to inform their strategies.
When done right, insights can empower the company throughout, not just a few teams or specialists. Research by Capgemini shows how AI is driving benefits across the organisation:
75% of organisations implementing Artificial Intelligence increase sales of their products or services by more than 10%.
78% of organisations implementing Artificial Intelligence said that their operational efficiency is increased by more than 10%.
75% of organisations stated that using Artificial Intelligence enhanced customer satisfaction by more than 10%.
79% of organisations implementing Artificial Intelligence generate new insights and better analysis.
Consumer Insights & Unstructured Data
Consumer insights are generated and obtained through a variety of methods with social listening being the most common. Beyond this, businesses are leveraging the power of unstructured data analytics to track consumer behaviour such as buying patterns or finding whitespace in a crowded product category.
Unstructured web data, such as reviews, comments or forums, can truly capture the view of your customers. It helps to reinforce business decisions by giving brands a deeper understanding of customer behaviours and hidden opportunities, in a passive and unbiased way if compared with customer surveys or panels. When it comes to customers buying decisions it shouldn't be a guessing game. Brands can now use AI to listen to customers real concerns and identify opportunities to innovate products, meet customer needs, find whitespace and more.
In addition, unstructured data can reveal needs and wants from your customers that are hidden and not explicitly asked for. In other words, at times customers aren't sure of what they are looking for, or they don't have a clear idea of what is needed for your product or service to be complete. The creativity and capacity of your product teams to find a solution here is essential and with AI-powered insights its possible to identify these trends using Topic Analysis and Trend Monitoring. Uncovering the patterns in consumer feedback and highlighting common trends earlier could have saved Unilever losing a 1.5% market share in the zero-sugar icecream market to Halo Top.
Unstructured data has hidden answers to potentially unknown questions. The challenge for market researchers is in finding the right questions to ask, and using the right tools for the job.
So, what changes will we see in 2020?
In 2020, with AI and unstructured data at play, the category will focus on two main areas: Customer Listening and Customer Engagement.
From LinkedIn to Facebook, 2019 brand's most wanted tech was social listening; listening for clues from social media tweets, likes and comments about consumers desires, changing needs and complaints. However, more valuable insights could be gained if brands had the capability to fish out the right insights from this sea of big data, using AI to automatically identify the trends, make the connections between ranters and respecters, from what's true and what's not, and joining the dots.
2019 saw the introduction of new analytics products from Pulsar, Relative Insights and Signals-Analytics. But this is just the beginning of what can be done beyond Social Listening.
By “going beyond” social listening to customer listening, it extends the ability to understand customers' sentiment. Achieved through passive listening on e-commerce comments pages, review sites and forums. To analyse complaints within your organisation and match that to complaints outside on Social Media. To monitor performance pre and post a product launch to see what's working and what's not.
Brands thinking bigger than social media, will be able to get hidden, but essential, insights from review platforms, chat applications, product/service category websites and other sources. Insights gathered and presented on demand, are used to craft personalised and targeted offers, products, services and specific features, all one step ahead of your competitors.
The opportunity to innovate with unstructured data from these other sources, and the use of Artificial Intelligence to find patterns within the data, is what will drive innovation for Consumer Insights in 2020. We're calling it Smart Insights.
Focus groups, surveys and in-product messaging are tools and approaches to gain insights from customers that are extremely challenging when looking for deep customer engagement. Surveys are easy to implement but they offer a one-way communication and require a long time for the brand to develop and for customers to complete. The same happens in focus groups, that take extensive time and resources for teams to implement.
A brand using AI platforms are able to analyse and understand text (and therefore parts of the customer journey) in real-time. For example, complaints emails, support tickets and chats sent to customer service can help brands to understand the overall sentiment towards their product or service. All useful consumer insights to help create a smarter product roadmap.
We're all used to product and service personalisation, from Netflix to Spotify with their personalised content recommendations, but what will give brands an edge this year, is the ability to propose personalised features. Customers would more likely buy a product/service from a company that has taken time to get to know them and what they need.
Based on this idea, pricing methods will also change, for example, price or subscription packages won't be appreciated as much as a customised package priced depending on the customers' needs. This level of understanding of the customer needs will involve Machine Learning and AI solutions, to read and understand where a customer is in their buying journey.
This kind of personalisation with Customer Engagement, can have a tremendous effect on sales, and also retention.
Customer Listening and Customer Engagement aren't the only two areas in which we will see a change made possible by AI-powered tools. Nowadays with so much data at our fingertips, analysts are becoming central to most business decisions, and therefore are overworked, threatening the quality of their work. AI-powered tools give a chance to those all-important teams to concentrate on the initiatives that really matter instead of burying themselves in report writing and meetings. Which is why we believe On-Demand and Live Insights will have a huge impact in 2020.
We've been developing AI models, insights platforms and Data Science services that cater to this growing need. Our AI-powered tool the Skim Engine™, helps brands to combine data from millions of different sources of unstructured data, both internal (customer service portals, emails, chat etc…) and external (forums, blogs, product pages or even social media) to create a live dataset for analysis. Our AI models then run an automatic analysis beautifully presented in our dashboards.
If you want to know more about AI-powered tools and platforms for Smart Insights, we can help! Contact our team of experts for a free consultation. Alternatively, book a demo with us as the first step on your Smart Insights journey. Turn your data into insights and unlock real opportunities throughout your organisation.
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