According to God of Prompt on Twitter, researchers conducted a detailed analysis by replaying every prompt on both AI models to determine the source of recent performance improvements. The study found that 51% of the performance gains came from enhancements in the AI model itself, while a significant 49% resulted from improved human prompting techniques. This finding highlights the critical business opportunity in developing advanced prompt engineering tools and training, suggesting that human interaction strategies are nearly as important as technical upgrades in maximizing AI system effectiveness (Source: God of Prompt, Twitter, Jan 23, 2026).

According to OpenAI (@OpenAI), GPT-5.2 is part of a continuous series of model upgrades aimed at addressing key issues such as excessive refusals and latency, making the model more practical for enterprise and developer use (source: OpenAI Twitter, Dec 11, 2025). The transition plan retains GPT-5.1 as a legacy option for paid ChatGPT users for three months, enabling businesses to adapt their AI workflows and integrations. These improvements represent significant opportunities for companies seeking faster, more reliable AI-driven solutions, particularly in customer service automation, content creation, and intelligent data analysis.