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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 vs Perplexity: Choosing the Best AI Tool for Business

In today’s business environment, leveraging AI tools has become key to improving operational efficiency, enhancing decision-making, and strengthening competitiveness. Choosing the right AI tool directly translates into cost savings and productivity gains.

This article compares ChatGPT from OpenAI and Perplexity from Perplexity AI, Inc., detailing their features, business applications, and pricing models. By doing so, it provides concrete information to help select the AI tool best suited to your company’s needs. Let us begin by defining ChatGPT and Perplexity.

 

[For Enterprises] Adoption Rate of Microsoft Copilot and 8 Key Business Use Cases

With the rapid evolution of generative AI, enterprises are accelerating the adoption of AI tools to improve operational efficiency and enhance competitiveness. Microsoft Copilot, built on OpenAI technology and integrated into Microsoft 365 and GitHub, provides intelligent assistance across applications such as Word, Excel, PowerPoint, Outlook, and Teams. By automating tasks such as document drafting, data analysis, and meeting summarization, Copilot helps employees boost productivity and focus on higher-value work.

[For Enterprises] Claude — Corporate Adoption Rate and 8 Business Use Cases

Generative AI has become a core driver of operational efficiency and innovation in enterprises. Among these models, Claude — the large language model (LLM) developed by Anthropic — has attracted attention for prioritizing safety and human-centered design. Its unique approach, Constitutional AI, aims to produce ethically guided and more transparent responses.

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