Synthetic generation of consumer insights with LLMs

Learn how LLMs generate synthetic consumer data for marketing, saving costs and time. Comparison with human responses.

miércoles, 8 de julio de 2026 • 2 min read • Q2BSTUDIO Team

Replacing real surveys with AI-generated data

Nowadays, data-driven decision-making drives the most effective marketing strategies. However, obtaining real consumer data on a large scale remains a costly and slow challenge. This is where the synthetic generation of insights with advanced language models, such as LLMs, offers a promising alternative. These systems, trained on enormous volumes of text, can simulate human responses in projective techniques—those that probe associations, emotions, and latent needs—opening new possibilities for market research.

Recent research has compared responses generated by LLMs with those from human participants in studies on perceptions of tourist destinations. The results show notable similarities in broad themes and associations, but also differences in style, linguistic structure, and diversity. This indicates that while synthetic data does not completely replace real data, it can serve as a fast, cost-effective, and scalable starting point for exploring trends and validating hypotheses.

For companies looking to integrate this technology, having a technology partner like Q2BSTUDIO is key. We are specialists in developing custom applications with artificial intelligence that automate the collection and analysis of synthetic data. Additionally, our solutions include custom software, AWS and Azure cloud services, cybersecurity, and business intelligence services with tools like Power BI to visualize and leverage those insights.

The use of AI for businesses is not limited to text generation: we can also implement AI agents that interact with simulated customers, test campaigns before launching them, or identify biases in generated data. The key lies in combining the power of LLMs with a robust and ethical architecture, where validation with real data remains part of the process.

At Q2BSTUDIO, we help organizations design and deploy synthetic consumer generation systems tailored to their specific needs. Whether for market research, product development, or experience personalization, our expertise in business intelligence and cloud services allows us to offer comprehensive solutions. If you would like to explore how synthetic data can transform your marketing strategy, please do not hesitate to contact us.

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