Data Center Energy Efficiency and Optimization
How Meta Is Leveraging AI To Improve the Quality of Scope 3 Emission Estimates for IT Hardware

How Meta Is Leveraging AI To Improve the Quality of Scope 3 Emission Estimates for IT Hardware

10/14/2025 · Lisa Rivalin, Emre Tepedelenlioglu, Durga Moparti, Tali Brennan, Shile Ding, Sanjay Gupta, George Wang, Patrick Nease

What this post added

This post details Meta's new methodology for improving Scope 3 emission estimates for IT hardware by leveraging AI. It introduces the use of NLP for identifying similar components to existing Product Carbon Footprints (PCFs) and LLMs (specifically Llama 3.1) for extracting data from heterogeneous sources and creating a standardized taxonomy for IT hardware carbon footprints. The post highlights the collaboration with the OCP PCR workstream to open-source this methodology, aiming to foster industry-wide sustainable manufacturing practices.

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