consumer insight
The Future of Food: How Artificial Intelligence is Transforming Food Manufacturing
Zhou, Xu, Prado, Ivor, participants, AIFPDS, Tagkopoulos, Ilias
Artificial intelligence is accelerating a new era of food innovation, connecting data from farm to consumer to improve formulation, processing, and health outcomes. Recent advances in deep learning, natural language processing, and multi-omics integration make it possible to understand and optimize food systems with unprecedented depth. However, AI adoption across the food sector remains uneven due to heterogeneous datasets, limited model and system interoperability, and a persistent skills gap between data scientists and food domain experts. To address these challenges and advance responsible innovation, the AI Institute for Next Generation Food Systems (AIFS) convened the inaugural AI for Food Product Development Symposium at University of California, Davis, in October 2025. This white paper synthesizes insights from the symposium, organized around five domains where AI can have the greatest near-term impact: supply chain; formulation and processing; consumer insights and sensory prediction; nutrition and health; and education and workforce development. Across the areas, participants emphasized the importance of interoperable data standards, transparent and interpretable models, and cross-sector collaboration to accelerate the translation of AI research into practice. The discussions further highlighted the need for robust digital infrastructure, privacy-preserving data-sharing mechanisms, and interdisciplinary training pathways that integrate AI literacy with domain expertise. Collectively, the priorities outline a roadmap for integrating AI into food manufacturing in ways that enhance innovation, sustainability, and human well-being while ensuring that technological progress remains grounded in ethics, scientific rigor, and societal benefit.
generative-ai-for-market-research-opportunities-and-risks
"With great power comes great responsibility." You don't have to be a Marvel buff to recognize that quote, popularized by the Spider-Man franchise. And while the sentiment was originally in reference to superhuman speed, strength, agility, and resilience, it's a helpful one to keep in mind when making sense of the rise of generative AI. While the technology itself isn't new, the launch of ChatGPT put it into the hands of 100 million people in the span of just 2 months, something that for many felt like gaining a superpower. But like all superpowers, what matters is what you use them for. Generative AI is no different.
How AI is transforming the world of digital marketing - The Financial Express
Artificial Intelligence (AI) has been a hot buzzword since many years now, and for good reason. It has permeated so many aspects of our modern life that we have reached a point of accepting it as completely normal. It has changed the way we live, work, shop, learn and entertain ourselves. But its impact is not limited to just our day to day lives. Despite being at a relatively nascent stage, artificial intelligence is also transforming the way business is done across the globe.
How artificial intelligence is changing the confectionery business?
Artificial intelligence has become the talk of the town nowadays. It is changing the way businesses operate for the better and many of them have started to incorporate the technology in their businesses. According to a MCKinsey report, Google and Baidu spent over $ 20 billion and $ 30 billion on AI in 2016 from the acquisition of AI machines, investment in the technology, and its deployment. The latter statistics show that businesses and industries are ready for the adoption of this technology ranging from multinationals to small-scale chocolate businesses. Before we venture on how this technology is changing the confectionary business, let us understand what it means.
3 Massive Ways AI is Changing Consumer Insights in 2019
Take focus groups, for example. We have entered an era that is allowing brands to have meaningful engagements and conversations with consumers on a much larger scale than ever before. Online platforms that utilize AI to analyze and understand text in real-time and on a mass scale have emerged as a new methodology for understanding consumers. Remesh is an example of an AI-driven tool that can help liven up online focus groups by enabling participants to chat with a real-life moderator in real-time. Participants are also able to see what others are saying through a voting system, where they are asked to vote amongst different answers for the one they agree with most.
Artificial Intelligence: The Holy Grail of Digital Marketing
The digital advancements made in the past few years have been nothing short of phenomenal, more so the path-breaking advancements in the area of artificial intelligence (AI). It offers exceptional opportunities particularly in digital marketing while irrefutably revolutionizing and propelling the industry. AI is the ability of a computer or computer-enabled robotic systems to process massive amounts of in-depth data and produce outcomes similar to the thought processes of humans in learning, analysing, decision making, and problem solving. Hence AI has enabled marketers to comprehend vast data to gain valuable consumer insights, and in turn improve digital marketing strategies. The applications of AI are essentially limitless, and the field of computer science is on a stark ascendance. The global AI market was worth $7.35 billion in 2018, where the largest portion of revenue was stirred from enterprise applications.
AI - The Secret Recipe Of Future CX
The way consumers interact with businesses is changing dramatically. Organizations are using Artificial Intelligence (AI) for a range of activities such as achieving more sales, improving customer engagement, and speeding up operations. For example, airports around the globe are investing in mobile robots that assist customers with directions. Another example is "Xaiolce," a Microsoft chatbot in China that already has a user base of 200 million with more than six hundred thousand calls during the first ten months of its launch. In this article, we will explore the various ways in which Artificial Intelligence can be just the right armour for winning the battle of customer experience.
The Value and Validity of Machine Learning for Consumer Insights
During the webinar, Doug shared his experience conducting his first machine learning study with our company. One of Doug's key points in the webinar was how pleased he was that the machine was able to find a mix of known and new insights. Doug stated that the combination of finding things he already knew and identifying new insights, "increases both [his] confidence in the validity but also the value" of machine learning. The known insights that the machine picked up on were reassuring, demonstrating to our client that the machine could correctly identify key themes related to snow removal. In turn, these confirmatory findings strengthened Doug's confidence in the new insights he was able to collect, because the machine had demonstrated its accuracy.
Consumer Insights: Why the Customer Isn't Always Right Marketo
Every brand needs to have a deep understanding of its target audience. What are they looking for and where are their needs being, or not being, met? Is there a gap in the market? Being out of touch or tone-deaf when it comes to your customer base could even alienate or deeply offend them. One example that comes to mind is a recent Dove ad that was meant to celebrate the "beauty of diversity" that didn't exactly match consumer expectations.
Keywords are the future for search advertising
Whenever you search on Google for something you're thinking about buying, you're using a selection of keywords and signalling your intent to make a purchase. If you search for "brown shoes" and adverts appear in your search results suggesting where to get brown shoes, you've experienced "search retargeting", a technique that brands are combining with artificial intelligence (AI) to figure out what makes consumers tick. By mapping and analysing the keywords that consumers use in their search queries, brands can learn more about what people actually want to buy. "Keywords are a great signal of intent," says Carl White, co-founder of Nano Interactive, which provides search targeting technology to brands. "With the developments of AI techniques, you can feel out what people are really searching for. And you can make strong assumptions about what their intent is based on the kind of combination of keywords."