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What Is AI Bias? Causes of Discrimination in Generative Models and How to Mitigate It

AI-generated text, images, and audio are rapidly transforming both our daily lives and the business landscape. Yet behind this convenience lies a serious challenge: bias. AI bias refers to situations where an AI system behaves in a way that unfairly favors or discriminates against certain groups—whether based on race, gender, culture, occupation, or other attributes. Such bias can lead to discriminatory outcomes and unjust decision-making.

ChatGPT and Claude: A Comparative Analysis of Business AI Tools in Markets

AI tools are indispensable for improving operational efficiency, enabling data-driven decision-making, and strengthening market competitiveness. For companies that require rapid responses in global markets and precise communication in Japanese business contexts, selecting the right AI tool carries strategic importance.

This article compares OpenAI’s ChatGPT and Anthropic’s Claude, explaining their characteristics, business use cases, and pricing models. It provides fresh insights tailored to both global and Japanese markets, helping businesses choose the most suitable tool.

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