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Study reveals how much energy AI uses to answer your questions
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Whether it’s answering work emails or drafting wedding vows, generative artificial intelligence tools have become a trusty copilot in many people’s lives. But a growing body of research shows that for every problem AI solves, hidden environmental costs are racking up.

Each word in an AI prompt is broken down into clusters of numbers called “token IDs” and sent to massive data centers — some larger than football fields — powered by coal or natural gas plants. There, stacks of large computers generate responses through dozens of rapid calculations.

The whole process can take up to 10 times more energy to complete than a regular Google search, according to a frequently cited estimation by the Electric Power Research Institute.
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So, for each prompt you give AI, what’s the damage? To find out, researchers in Germany tested 14 large language model (LLM) AI systems by asking them both free-response and multiple-choice questions. Complex questions produced up to six times more carbon dioxide emissions than questions with concise answers.

In addition, “smarter” LLMs with more reasoning abilities produced up to 50 times more carbon emissions than simpler systems to answer the same question, the study reported.

“This shows us the tradeoff between energy consumption and the accuracy of model performance,” said Maximilian Dauner, a doctoral student at Hochschule Munchen University of Applied Sciences and first author of the Frontiers in Communication study published Wednesday.

Typically, these smarter, more energy intensive LLMs have tens of billions more parameters — the biases used for processing token IDs — than smaller, more concise models.

“You can think of it like a neural network in the brain. The more neuron connections, the more thinking you can do to answer a question,” Dauner said.
What you can do to reduce your carbon footprint
Complex questions require more energy in part because of the lengthy explanations many AI models are trained to provide, Dauner said. If you ask an AI chatbot to solve an algebra question for you, it may take you through the steps it took to find the answer, he said.

The study’s focus on 12 cities makes it just a snapshot of the true heat wave death toll across the continent, which researchers estimate could be up to tens of thousands of people.
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“Heatwaves don’t leave a trail of destruction like wildfires or storms,” said Ben Clarke, a study author and a researcher at Imperial College London. “Their impacts are mostly invisible but quietly devastating — a change of just 2 or 3 degrees Celsius can mean the difference between life and death for thousands of people.”
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The world must stop burning fossil fuels to stop heat waves becoming hotter and deadlier and cities need to urgently adapt, said Friederike Otto, a climate scientist at Imperial College London. “Shifting to renewable energy, building cities that can withstand extreme heat, and protecting the poorest and most vulnerable is absolutely essential,” she said.

Akshay Deoras, a research scientist at the University of Reading who was not involved in the analysis, said “robust techniques used in this study leave no doubt that climate change is already a deadly force in Europe.”

Richard Allan, a professor of climate science at the University of Reading who was also not involved in the report, said the study added to huge amounts of evidence that climate change is making heat waves more intense, “meaning that moderate heat becomes dangerous and record heat becomes unprecedented.”

It’s not just heat that’s being supercharged in out hotter world, Allan added. “As one part of the globe bakes and burns, another region can suffer intense rainfall and catastrophic flooding.”

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