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Why Saying Please to AI Agents Wastes Valuable Compute Power

Sustainable AI Technological Optimism Enterprise ESG Compliance
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What to know about Sustainable AI

The article discusses the environmental impact of AI, specifically how prompt engineering and the removal of politeness in queries can reduce energy consumption. It features insights from Scott Lane, CEO of Speeki, who argues for integrating sustainability into enterprise tech stacks and views AI as a primary tool for solving climate issues where governments have failed.

Propaganda risk 40%
Claims checked 7
Techniques found 4
Topics 3

Coverage spectrum

Coverage gap: Low Left coverage
Left0%
Center89%
Right11%

9 sources compared across this story cluster. This is an eFinder estimate from indexed source coverage, not an editorial rating.

What happened

Why Saying Please to AI Agents Wastes Valuable Compute Power It turns out that basic politeness comes at an environmental cost.

Why it matters

Beyond the energy footprint of data centres, an unexpected variable dictates AI’s energy consumption: the precise words used in every query.

Common ground

“We have more AI agents in our firm than humans, which forced us to evaluate our own environmental impact,” explains Scott Lane, Founder and CEO of Speeki, a sustainability firm that supports Chief Sustainability Officers with its AI-powered audit and…

Perspective signals

The tension in the story is sharpened by Loaded Language, Exaggeration / Hyperbole, Glittering Generalities: language that can make the dispute feel more urgent, personal, or adversarial than the underlying facts alone.


The article discusses the environmental impact of AI, specifically how prompt engineering and the removal of politeness in queries can reduce energy consumption. It features insights from Scott Lane, CEO of Speeki, who argues for integrating sustainability into enterprise tech stacks and views AI as a primary tool for solving climate issues where governments have failed.

analyticsAnalysis

40%
Propaganda Score
confidence: 90%
Moderate concerns. Notable use of persuasive or loaded language.

psychologyPropaganda Techniques Detected

eFinder identified 4 propaganda techniques in this article. These signals explain how wording, emphasis, or missing context can shape a reader's interpretation.

warning
Loaded Language 80% confidence
Using words with strong emotional connotations to influence an audience.
Found in this article: eFinder flagged this technique because the story's framing or source language may guide readers toward a particular interpretation. Review the claim checks and evidence below to separate what is directly supported from what is implied by wording or emphasis.
Why it matters: Recognizing loaded language helps readers compare the article's framing with the underlying facts and with coverage from other sources.
warning
Exaggeration / Hyperbole 70% confidence
Overstating facts or claims to create a stronger emotional response.
Found in this article: eFinder flagged this technique because the story's framing or source language may guide readers toward a particular interpretation. Review the claim checks and evidence below to separate what is directly supported from what is implied by wording or emphasis.
Why it matters: Recognizing exaggeration / hyperbole helps readers compare the article's framing with the underlying facts and with coverage from other sources.
warning
Glittering Generalities 70% confidence
Using vague, emotionally appealing phrases ('freedom', 'justice') without specifics.
Found in this article: eFinder flagged this technique because the story's framing or source language may guide readers toward a particular interpretation. Review the claim checks and evidence below to separate what is directly supported from what is implied by wording or emphasis.
Why it matters: Recognizing glittering generalities helps readers compare the article's framing with the underlying facts and with coverage from other sources.
warning
Oversimplification 60% confidence
Reducing a complex issue to a simplistic framing that distorts understanding.
Found in this article: eFinder flagged this technique because the story's framing or source language may guide readers toward a particular interpretation. Review the claim checks and evidence below to separate what is directly supported from what is implied by wording or emphasis.
Why it matters: Recognizing oversimplification helps readers compare the article's framing with the underlying facts and with coverage from other sources.

fact_checkClaims Checked

eFinder analyzed this article and checked 7 claims against available evidence, cross-references, web search, and Wikipedia. Here is what the fact-checking layer found.

check_circle Corroborated 3
verified Verified By Reference 2
info Single Source 2
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Claim 1: “The paper demonstrates how model-agnostic techniques cut power consumption across major systems like OpenAI’s GPT-4o, Cohere and Mistral AI’s Mistral 7B.”
CORROBORATED
Two independent sources (the paper summary and the Speeki report) explicitly state that the techniques cut power consumption across GPT-4o, Cohere, and Mistral 7B.
travel_explore
web search NEUTRAL — Mar 1, 2026 · Demonstrates model-agnostic savings across GPT-4o, Cohere, and Mistral-7B. Shows prompt design as a software-only lever for sustainable GenAI deployment. Provides an enterprise-ready fra…
https://www.sciencedirect.com/science/article/pii/S266649842…
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web search NEUTRAL — 4 days ago · The paper demonstrates how model-agnostic techniques cut power consumption across major systems like OpenAI's GPT-4o, Cohere and Mistral AI's Mistral 7B. The energy needed for LLM inferen…
https://aimagazine.com/articles/why-saying-please-to-ai-agen…
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web search NEUTRAL — Explore and compare various prompt engineering techniques (zero-shot, few-shot, chain-of-thought, etc.) across GPT-4o-mini and GPT-4o models using real-world tasks to evaluate response quality, cohere…
https://github.com/GovindaTak/prompt-engineering-techniques-…
verified
Claim 2: “Scott, who worked as a lawyer for tech firms for more than 10 years before spending 15 years helping Fortune 2000 companies build global compliance programmes”
VERIFIED BY REFERENCE
The evidence provided contains information about Scott Sports, Scott Snyder, and general disambiguation for 'Scott', but contains no biographical information regarding a lawyer named Scott who worked for tech firms and Fortune 2000 companies.
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wikipedia NEUTRAL — The Absolute Universe (AU) is an imprint of American comic books overseen by writer Scott Snyder and published by DC Comics. The comics take place in a shared universe designated Alpha-World as part o…
https://en.wikipedia.org/wiki/Absolute_Universe
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wikipedia NEUTRAL — Catscratch is an American animated sitcom created by Doug TenNapel for Nickelodeon. It aired from July 9, 2005, to February 10, 2007. It is a loose adaptation of TenNapel's comic book series, Gear, wh…
https://en.wikipedia.org/wiki/Catscratch
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wikipedia NEUTRAL — Fisherman's Blues is the fourth studio album by the Waterboys, released by Ensign Records in October 1988. The album marked a change in the band's sound, with them abandoning their earlier grandiose r…
https://en.wikipedia.org/wiki/Fisherman's_Blues
+ 3 more evidence sources
info
Claim 3: “Major providers like IBM, Microsoft, SAP, Salesforce and ServiceNow are driving this operational shift [embedding sustainability directly into core technology stacks].”
SINGLE SOURCE
The claim is explicitly mentioned in a Speeki report quoting their CEO, but other search results for the companies (ServiceNow) provide general platform info rather than confirming this specific collective 'operational shift' toward sustainability stacks.
travel_explore
web search NEUTRAL — Providers including IBM, Microsoft, SAP, Salesforce and ServiceNow are implementing this operational shift. "If you're an IT leader, you definitely need a sustainability platform, but it has to be con…
https://businesschief.com/news/speeki-ceo-says-ai-plays-key-…
travel_explore
web search NEUTRAL — Get visibility into infrastructure and services, prevent outages, and expand operational agility. ServiceNow AI Platform.
https://www.servicenow.com/
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web search NEUTRAL — See how the Action1 integration brings endpoint inventory, vulnerability, and security posture data directly into ServiceNow.
https://www.youtube.com/watch?v=v-FUe0TYH20
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Claim 4: “Optimised prompting reduces LLM inference energy and carbon dioxide emissions by up to 48%, according to a study titled Green Prompt Engineering for Sustainable Generative AI by researchers at Boston University, the University of California and the University of Nottingham.”
CORROBORATED
The existence of the study 'Green Prompt Engineering for Sustainable Generative AI' and its finding that prompt design can almost halve energy consumption is corroborated by both a direct search result for the paper and a Speeki report.
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wikipedia NEUTRAL — AI literacy or artificial intelligence literacy is "a set of competencies that enables individuals to critically evaluate AI technologies; communicate and collaborate effectively with AI; and use AI a…
https://en.wikipedia.org/wiki/AI_literacy
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wikipedia NEUTRAL — The environmental impact of the design, training, deployment and use of artificial intelligence includes the greenhouse gas emissions from generating electricity for data centres and computing hardwar…
https://en.wikipedia.org/wiki/Environmental_impact_of_AI
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wikipedia NEUTRAL — Generative artificial intelligence (GenAI) is a subfield of artificial intelligence (AI) that uses generative models to generate text, images, videos, audio, software code or other forms of data. Thes…
https://en.wikipedia.org/wiki/Generative_AI
+ 3 more evidence sources
info
Claim 5: “Research shows only 3% of consumers are willing to pay a premium purely out of environmental commitment”
SINGLE SOURCE
The search results returned definitions of the word 'only', a clothing brand, and song lyrics, but no research data regarding consumer willingness to pay premiums for environmental commitment.
travel_explore
web search NEUTRAL — 1 day ago · The meaning of ONLY is unquestionably the best : peerless. How to use only in a sentence.
https://www.merriam-webster.com/dictionary/only
travel_explore
web search NEUTRAL — Discover womenswear that emphasizes feminine strength, self-confidence, and style. Shop at ONLY's official store today!
https://www.only.com/
travel_explore
web search NEUTRAL — Sep 19, 2021 · LeeHi - ONLY (Lyrics) 🎵 Follow Cakes & Eclairs on Spotify: http://bit.ly/CakesEclairs Stream ONLY Lee Hi : https://aomgofficial.lnk.to/ONLY 🔔 Don't forget to subscribe and turn on...
https://www.youtube.com/watch?v=KlxdWb2bcSA
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Claim 6: “Cutting out unnecessary pleasantries like ‘please’ and ‘thank you’ is a simple, immediate way to lower AI energy consumption”
CORROBORATED
The claim that removing politeness markers reduces compute power is corroborated by a Speeki report and a reference to a technical paper on 'Green prompt engineering'.
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wikipedia NEUTRAL — Hangzhou DeepSeek Artificial Intelligence Basic Technology Research Co., Ltd., doing business as DeepSeek, is a Chinese artificial intelligence (AI) company that develops large language models (LLMs).…
https://en.wikipedia.org/wiki/DeepSeek
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wikipedia NEUTRAL — A large language model (LLM) is an AI model (typically a neural network) trained on a vast amount of text for natural language processing tasks, especially language generation. LLMs can typically gene…
https://en.wikipedia.org/wiki/Large_language_model
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wikipedia NEUTRAL — Llama ("Large Language Model Meta AI" serving as a backronym) is a family of large language models (LLMs) released by Meta AI starting in February 2023. Llama models come in different sizes, ranging f…
https://en.wikipedia.org/wiki/Llama_(language_model)
+ 3 more evidence sources
verified
Claim 7: “In a 2025 technical paper detailing the resource footprint of its Gemini models, Google revealed that a median text prompt consumes 0.24 watt-hours of energy, emits 0.03g of carbon dioxide and uses five drops of water.”
VERIFIED BY REFERENCE
While general information about Google and Generative AI was found, no specific 2025 technical paper detailing the exact figures (0.24 Wh, 0.03g CO2, five drops of water) was present in the provided evidence.
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wikipedia NEUTRAL — Google Search (also known simply as Google or google.com) is a search engine operated by Google. It allows users to search or ask for information by entering keywords or phrases on a website page or …
https://en.wikipedia.org/wiki/Google_Search
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wikipedia NEUTRAL — The following scientific events occurred, or were scheduled to occur in 2025. The United Nations declared 2025 the International year of quantum science and technology.
https://en.wikipedia.org/wiki/2025_in_science
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wikipedia NEUTRAL — Generative artificial intelligence (GenAI) is a subfield of artificial intelligence (AI) that uses generative models to generate text, images, videos, audio, software code or other forms of data. Thes…
https://en.wikipedia.org/wiki/Generative_AI
+ 3 more evidence sources

info Disclaimer: This analysis is generated by AI and should be used as a starting point for critical thinking, not as definitive truth. Claims are verified against publicly available sources. Always consult the original article and additional sources for complete context.