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References:
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“ChatBot is really great with customization and scalability. Instead, it may leverage RAG to search through external knowledge bases and documents relevant to the user’s query. Google Cloud’s Conversational Agents can help you create virtual agents that use generative AI to seamlessly switch between topics and operate across multiple channels 24/7.
Add an AI chatbot to your website, LiveChat, Messenger, or Slack to handle all support cases automatically, 24/7. ChatBot instantly helps your customers using AI-generated responses. Based on the output from the application, you can train and fine-tune a prompt-based AI model, which can be used as an example for other customer self-service use cases. Build and train Conversational Agents to answer questions, make recommendations, and handle concurrent conversations with your end users. When a user asks a question, a RAG-powered chatbot doesn’t have to just rely on pre-written scripts.
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In Mata v. Avianca, Inc., a personal injury lawsuit filed in May 2023, the plaintiff’s attorneys used ChatGPT to generate
a legal motion. In November 2025, OpenAI acknowledged that there have been “instances where our 4o model fell short in recognizing signs of delusion or emotional dependency”, and
reported that it is working to improve safety.
A 2025 Sentio University survey of 499 LLM users with self-reported mental health conditions found that 96.2% use ChatGPT, with 48.7% using it specifically for mental health support or therapy-related purposes.
OpenAI collects data from ChatGPT users to further train and fine-tune its services.
OpenAI’s outsourcing partner was Sama, a training-data company based
in San Francisco, California. These labels were used to train a model to
detect such content in the future.
References:
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