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Artificial Intelligence (AI) and Large Language Models (LLMs) promise revolutionary changes, especially in sectors relying on written content. The buzz surrounding AI’s potential is palpable, but Arq Works’ experience with LLMs like ChatGPT by OpenAI reveals a more nuanced picture. Although these models can simulate human-like text generation, they come with significant challenges, especially when integrating them into existing processes. From lack of intuitive reasoning and inconsistency in outputs to system integration challenges, LLMs are not flawless.