Reasoning Models vs. GPTs: The Impact on Digital Transformation
Reasoning Models vs. GPTs: The Impact on Digital Transformation
Digital transformation is not just about digitizing an organization; it is about fostering a cultural mindset of adaptation. In this context, the impact of Generative AI tools is huge, and their acceptance and integration into organizational processes should be carefully analyzed to maximize their potential.
In recent months, the strategy of companies developing Generative AI has been shifting toward so-called "reasoning models." In this article, we will provide a concise explanation of the differences between these models and how they impact operations.
GPT models (Generative Pre-trained Transformers) rely on tokenizing the input and, once tokenized, they use probability to determine the most accurate output. These models are pre-trained on large amounts of text.
Chain-of-Thought models, on the other hand, produce different results since they incorporate an internal prompting mechanism designed to break down the input step by step and generate a more reasoned output with intermediate steps. This approach, therefore, is more suited to complex problems, logical reasoning, or mathematical tasks.
Both models have their pros and cons. GPT models may be more suitable for rudimentary tasks such as text generation, document summarization, or serving as conversational assistants. The Chain-of-Thought (CoT) model performs better in tasks such as multi-step action planning, rule evaluation and decision-making, or solving logical problems.
Understanding what these tools are for, how their architecture works, and how they impact our processes is essential to optimizing all resources.
At SADE, we understand that adopting Generative AI tools is not just a matter of investment but of strategic vision. That’s why we go beyond initial consulting—we support process evaluation, opportunity detection, and the implementation of realistic solutions. Analyzing how powerful tools like PrivateGPT transform daily operations is key to achieving concrete and sustainable goals. Because understanding the value that technology brings is vital to establishing a true competitive advantage.