HalluHard 30%: What Claude Opus 4.5's Realistic Conversation Test Means for Production Chatbots

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When a Customer-Facing Chatbot Returned 30% False Facts: Javier's Audit Javier runs product reliability for a fintech startup that rolled out a conversational assistant built on Claude Opus 4.5 in late 2025