AI Redefines Consumer Sentiment Research in 2025
Market research has long been an essential tool for understanding consumer behavior, but surveys often come at a high cost—both in time and money. By using GenAI, AlgoVerde is revolutionizing how companies can track and understand consumer sentiment and behaviors. In partnership with a leading US consulting firm, AlgoVerde demonstrated that AI-driven research methods like GenAI personas and synthetic panels accurately capture real consumer sentiment and are significantly more cost-effective. This means that with AI, we can survey consumers more systematically, much more frequently and at much lower cost.
First, AlgoVerde conducted a validation study using 2024 benchmark data from a leading US consulting firm. The research confirmed that AI-driven methods like GenAI personas and synthetic panels are not only reliable but also offer a cost-efficient alternative to traditional approaches, reducing costs by up to 75%.
In July 2025, we conducted an updated consumer sentiment survey using the AlgoVerde AI platform. Typically, results from traditional methods wouldn’t be available until the fall. However, with AlgoVerde we were able to share our findings just one week after starting the study. Unsurprisingly, the results showed a dip in consumer sentiment, in line with established surveys from outlets like the Wall Street Journal and the University of Michigan.
Let's take a look at the empirical evidence of AI-driven research and uncover what AI reveals about US consumer sentiment in 2025.
AI-Driven Research is as effective as Traditional Research
Conducting a high-quality survey is no small feat. The conventional process involves weeks, sometimes months, of planning, recruiting respondents, data collection, and analysis. Yet, even with significant investments, researchers can still face limitations in sample representation, speed of analysis or reliability of results.
Can AI offer a valid alternative? Yes, a great one.
AlgoVerde teamed up with a leading US consulting firm to put its GenAI personas to the test, proving their reliability and showcasing how AI-driven methods can be every bit as effective as traditional research approaches. To create a solid benchmark, the consulting firm provided data from a comprehensive consumer sentiment study conducted in summer 2024.
Here's what we did.
We replicated the study in our AI research platform by building a fully synthetic panel of 2,100 virtual participants representing the US population distribution surveyed in the original study. The synthetic panel was asked the same questions with the same answer options.
Covering seven major retail categories, including Health & Wellness, Groceries, and Consumer Electronics, the survey examined what economic outlook US consumers held, what factors really drove their day-to-day spend and what measures consumers took to balance their budget amid changing financial circumstances.
The results did not disappoint. They closely mirrored those from the initial study, with overall sentiment neutral but concerned about the overall outlook. Both the original and synthetic panels showed that the main factors influencing consumer purchasing behavior are the prices of necessities, inflation, and income stability and sufficiency. For example, when it came to managing their budget, both panels highlighted consumer electronics, office and home improvement as the primary candidates to cut back on, while necessities such as groceries or basic health & wellness only saw a marginal reduction in spend. The synthetic results start to slightly deviate from the benchmark results only when asked about how much consumers would reduce spend on specific products of a category. But the overall magnitude of spend reduction remained consistent, even though the absolute percentage numbers deviated slightly.
What do consumers think TODAY?
Our July 2025 synthetic panel, much like its 2024 predecessor, included 2,100 virtual participants distributed in line with the general US population across age, income, education and geography. To provide context, the synthetic panel was given data on key economic factors like inflation, unemployment, interest rates, GDP growth, and sector trends. It was then asked questions about overall economic outlook, retailer preferences, loyalty, and pricing perceptions.
Consumer sentiment took a turn for the worse in 2025
Following current news headlines, it is no surprise that consumers' outlook on the economy has taken a hit. Inflation is sticky, unemployment is trending slightly up and recent economic policy decisions have introduced a level of uncertainty we haven't seen in a while.
In taking a closer look at what that really means, our AI research confirms what other big names such as the WSJ or the University of Michigan have stated recently.
General economic sentiment worsens, recession-proofing is up
In 2024, economic sentiment was already neutral with a pessimistic outlook, and this trend worsened. Neutral to pessimistic opinions rose from 80% to 84%, with only 16% remaining optimistic. Consumers prioritized spending by cutting back on discretionary items like electronics while preserving essentials like groceries. Shoppers also adopted “recession-proofing” habits, such as buying more sale items, purchasing less, and spacing out purchases to manage budgets. For the first time this Summer, we are also seeing the topic of tariffs becoming more top of mind with almost one third of respondents seeing tariffs as high impact on their economic outlook.
Seniors and low income households most pessimistic
In general, individuals and households with higher education and higher income made fewer adjustments to their spend, while seniors (65+) and low income individuals deployed a larger variety of cost management strategies. For instance, low income individuals are ~2x more likely to switch to cheaper brands.
Quality remains key in retailer choice but price sensitivity dominates
When people were asked to rank what matters most when choosing a retailer, low prices came out on top. High quality was the second most important factor, followed by convenience of location. Many of the other priorities were also focused on cost, like regular discounts, no hidden fees, and big discounts of 30% or more.
Loyalty highest for essentials, price no.1 reason to switch retailer
While staying consistent with essentials, consumers were most likely to switch their retailers for discretionary categories such as electronics or beauty products. Across categories, an overwhelming ~70% of respondents said that price would be the primary reason to switch their retailer.
Consumers do their research but value expertise and quality
As consumers want good deals without sacrificing quality, researching prices and products, even online while in-store, has become more common. 55% of respondents say they check prices online when at the store. When people do spend on more expensive items, 45% of people highlight the quality of the products as the primary reason for shopping at what they perceive as expensive retailers.
What's Next?
As demonstrated in this study, AI is capable of accurately modeling real consumer behavior and identifying critical shifts over time. And, it can run at a fraction of the cost, at any frequency.
As AI continues to evolve, the possibilities for market research are endless. The question is no longer if AI can match traditional methods—it’s how quickly businesses can adopt it to stay ahead.
The Business Case for AI
As seen in these findings, AI isn’t just a research tool—it’s a strategic advantage. With AI, businesses can:
Conduct frequent, cost-effective surveys.
Simulate market scenarios to anticipate changes.
Respond quickly to new trends, regulations, or technologies.
For companies under pressure to stay competitive while managing tight budgets, AlgoVerde’s platform offers a scalable solution. It empowers leaders to identify threats, seize opportunities, and adapt in real time—all at a fraction of the cost of traditional methods.