I was speaking with a few colleagues recently about the financial side of project delays and commercial disputes, and the conversation turned to quantum analysis dubai as a way to better understand the cost impact of different events. I have never been directly involved with that process, so I am curious whether it is typically introduced early to support project decisions or only after disagreements become more formal. For those who have experience with it in Dubai, did it help create a clearer understanding for everyone involved, or were there still different interpretations that made reaching an agreement difficult?