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Council Post: Why Predictive Forecasting Is The Future Of AI

Feb 26, 2025 - forbes.com
The article discusses the importance of predictive time series forecasting in AI, particularly for business process optimization and operational efficiency. While generative AI and large language models have gained significant attention, predictive forecasting remains crucial for minimizing waste and maximizing efficiency in areas like supply chain management. The challenge lies in achieving granular accuracy and scalability across enterprises, requiring models to handle vast amounts of data and adapt to changing parameters. The computational demands and need for real-time predictions make this a complex task, but advancements in AI, particularly in hardware and parallelization, are helping address these challenges.

Generative AI has indirectly contributed to solving scalability issues by improving computational power and hardware capabilities, which are now being leveraged for predictive forecasting. The article questions whether the ROI of generative AI justifies its investment compared to predictive forecasting, noting that generative AI can enhance accuracy by identifying data anomalies and generating synthetic data. The gaming industry's early adoption of GPUs for graphics cards is highlighted as a precursor to the current AI boom, illustrating how innovations in one field can benefit others. Overall, the advancements driven by generative AI are seen as beneficial for refining predictive forecasting capabilities.

Key takeaways:

  • Predictive time series forecasting is a valuable area of AI that aids in business process optimization and operational efficiency.
  • The challenge in predictive forecasting lies in achieving scalable precision, balancing granularity and accuracy.
  • Generative AI has indirectly helped address scalability challenges in predictive forecasting through increased computational power and hardware parallelization.
  • The advancements in hardware and parallelization driven by generative AI can enhance predictive forecasting, similar to how the gaming industry's innovations benefited other fields.
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