In 2021, van Wynsberghe proposed defining sustainable artificial intelligence (AI) as “a movement to foster change in the entire lifecycle of AI products (i.e., idea generation, training, re-tuning, implementation, governance) towards greater ecological integrity and social justice”. The concept comprised two key contributions: AI for sustainability and the sustainability of AI.
At the time, a growing effort was already underway exploring how AI tools could help address climate change challenges (AI for sustainability). However, studies have already shown that developing large Natural Language Processing (NLP) AI models results in significant energy consumption and carbon emissions, often caused by using non-renewable energy. van Wynsberghe posited the need to focus on the sustainability of AI.
Four years later, the conversation about making AI sustainable has evolved considerably with the arrival of generative AI models. These models have popularised and democratised the use of artificial intelligence, especially as a productivity tool for generating content.
Another factor that has exponentially increased the resources dedicated to AI is the contested hypothesis that developing AI models with increasingly large datasets and algorithmic complexity will ultimately lead to Artificial General Intelligence (AGI) — a type of AI system that would match or surpass human cognitive capabilities.
Powerful businesses, governments, and academia consider AGI a competitive advantage. Tech leaders such as Eric Schmidt (former Google CEO) and Sam Altman (OpenAI CEO) have disregarded concerns about AI’s sustainability, as AGI will supposedly solve them in the future.
In this context, what do current trends reveal about the sustainability of AI?
Challenges
Typically, artificial intelligence models are developed and run on the cloud, which is powered by data centres. As a result, their construction has increased significantly over the past few years. McKinsey estimates that global demand for data centre capacity could rise between 19% and 22% annually from 2023 to 2030.
Every year, I have mixed feelings about International Women’s Day. Should I be celebrating or protesting? Acknowledging progress or complaining that it’s too slow?
This year I didn’t have a doubt. #IWD2025 was a mourning day for me. In addition to the grief for the lost women’s rights around the world, an overwhelming feeling of impending doom hovered over me.
My public advocacy about gender issues was triggered in 2015 because I didn’t want to die in a world that was seeing me as a second-class citizen because of my gender.
Today, I’m worried about dying in a world where I’ll have less rights than when I was born.
The drama is that while we throw buckets of money to artificial intelligence initiatives, the answer to massively improving productivity whilst boosting sustainability is not AI but improving outcomes for women.
Global life expectancy increased from 30 years to 73 years between 1800 and 2018.1 But this is not the full picture. Women spend more of their lives in poor health and with degrees of disability (the “health span” rather than the “life span”).
A woman will spend an average of nine years in poor health, which affects her ability to be present and/or productive at home, in the workforce, and in the community and reduces her earning potential.”
Addressing the 25 percent more time that women spend in “poor health” relative to men not only would improve the health and lives of millions of women but also could boost the global economy by at least $1 trillion annually by 2040.
We’d rather invest in generative AI — which so far nobody has been able to monetise directly — than in 4 billion who have demonstrated for millennia that they overdeliver and reinvest in society
When women work, they invest 90 percent of their income back into their families, compared with 35 percent for men.
By focusing on girls and women, innovative businesses and organizations can spur economic progress, expand markets, and improve health and education outcomes for everyone.
Project Drawdown is a cross-functional non-profit organization whose mission is to “map, measure, model, and communicate” practical solutions to global warming.
It has compared more than 100 solutions based on current availability, scaling, economic viability, potential to reduce greenhouse gases, negative secondary effects, and feasibility of simulating their impact globally for 2020–2050.
Their research found that jointly educating girls and enabling family planning are the most powerful solutions to reduce carbon emissions. In other words, the modeling predicts that empowering women could prevent 102.96 billion tons of emissions over the next 30 years.
The equivalent of 722 million cars!
Discover seven communication habits blocking your career in tech and how to neutralise them.
No country can ever truly flourish if it stifles the potential of its women and deprives itself of the contributions of half of its citizens. Michelle Obama
We not only don’t support women’s health and education outcomes but we’re doing our best to undermine them.
For example, we severely restrict funding for studying female medical conditions.
Nature published an infographic about how underfunded women’s health is in the US. For example
In a selection of 19 cancers, ovarian cancer ranks 5th for lethality, but 12th in terms of its funding-to-lethality ratio. Cervical cancer followed a similar pattern. For many gynaecological cancers, the ratio of funding to mortality dropped during the 11-year period.
But let’s not take it personally. We’re told that this is not a human problem but a “female” problem
The infographic also provides insights on what would happen if funding for women’s health increased. I’ll share with you a peek
The study also looked at the return on investment from a boost in funding. For rheumatoid arthritis, for instance, the study assumed a 0.1% health improvement, which had huge impacts on quality of life and productivity that together reduced the costs of the disease by around $10.5 billion over 30 years, equating to a staggering 174,000% return on investment.
Closer to home, breast cancer is the most common cancer for women in the UK, accounting for 30% of new cancer cases. Recently, I attended TEDxManchester, where Professor Simona Francese presented a revolutionary non-invasive method she’s developing to detect breast cancer from fingertip smears. Can you imagine swamping a mammography for a fingertip swab? Unfortunately, she also shared that it took her 6 years to get the £45,000 to fund the proof-of-concept study.
In addition to all of the above, as I mentioned in a recent article, disaggregated clinical trials by gender and sex are the exception, not the norm.
And that’s not all.
We continuously try to erode women’s control over their bodies and fertility.
Eric Schmidt (former Google CEO) and Sam Altman (OpenAI CEO) have advocated disregarding concerns about AI’s sustainability — including its voracious datacentres — claiming that in the future, Artificial General Intelligence (AGI) will solve all our problems, from healthcare to economic growth.
The reality? Tech companies have yet to find a business model to make money from generative AI, and definitely AI tools won’t fix the systemic oppression of 4 billion women.
All the opposite. Those in power have consistently weaponised AI against women. Think non-consexual sexual deepfakes, tech-enabled partner surveillance, and policing of female bodies, to mention a few.
Techno-solutionism — the belief that technology is the solution to everything — doesn’t work. Look at the COVID-19 pandemic.
We were told that the “solution” was the vaccine. And we managed to develop three within a year — an impressive achievement. Did that fully solve the problem? No, because it was not only about cracking the vaccine formulation. Enough vaccines had to be produced, transported, and refrigerated to supply the demand around the world. Then, companies decided to patent them — hindering the access to millions of people. Finally, there was the people factor, forgotten by most leaders. Not only was it impossible to vaccinate all the planet at once, but some people didn’t want the vaccine while others wanted it but couldn’t have it.
We must face it: there is no techno-cure for our entrenched systemic socio-economic-political issues.
Thoughts, feelings, actions, and results are intrinsically related.
Thinking that somebody else — allies, AI, and even governments — are going to solve gender oppression may elicit feelings of comfort — or powerlessness — that often may make us focus on keeping our head down and “count our blessings”.
The result? Reinforcing we’re victims of our second-class citizen status.
Instead, I invite you to think that allies, technology, and government have historically let women down for millennia, which in my case provokes feelings of anger, betrayal, and defiance.
And those feelings are powerful. They prompt me to rebel against the loss of rights, participate in communities that foster care and respect, and explore equitable and sustainable futures.
The result? At worst
The pride of standing up for what’s right.
Stopping the world gaslighting our suffering and exploitation.
Offer real hope in the face of techno-optimism.
At best, all of the above and a world where increasingly more people reap the benefits of social, economic, technological progress in harmony with the rest of the planet.
The time for bystanders and “weekend” allies is over. We need warriors.
If you have come here to help me you are wasting your time. But if you have come because your liberation is bound up with mine, then let us work together.
Do you want to get rid of those chapters that patriarchy has written for you in your “good girl” encyclopaedia? Or learn how to do what you want to do in spite of “imposter syndrome”?
I’m a technologist with 20+ years of experience in digital transformation. I’m also an award-winning inclusion strategist and certified life and career coach.
I help ambitious women in tech who are overwhelmed to break the glass ceiling and achieve success without burnout through bespoke coaching and mentoring.
I’m a sought-after international keynote speaker on strategies to empower women and underrepresented groups in tech, sustainable and ethical artificial intelligence, and inclusive workplaces and products.
I empower non-tech leaders to harness the potential of AI for sustainable growth and responsible innovation through consulting and facilitation programs.
Contact me to discuss how I can help you achieve the success you deserve in 2025.
