Perspectives

Himanshu Gupta on AI for climate adaptation

With the planet "locked into several decades of climate change," Himanshu Gupta argues adaptation can no longer wait — and is one of the biggest market opportunities — and that AI is the accelerator that makes it possible, compressing work that once took years into minutes. He puts food and agriculture supply chains at the centre, and calls for markets that finally reward resilience.

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Himanshu Gupta
Co-founder & CEO, ClimateAi · WEF Young Global Leader · Forbes 30 Under 30 · Stanford

His position in brief

  • Adaptation can no longer wait — and it's a business opportunity, not a cost.
  • AI is a "time and effectiveness multiplier" for climate solutions.
  • Food and agriculture supply chains are the frontline.
  • Markets don't yet reward resilience — that has to change.

How does AI actually help us adapt to climate change?

For Gupta, AI is the enabling layer for adaptation. He frames the core problem as a scarcity of historical data on extreme weather, and AI as the answer — training on simulated climate data to fill those gaps, equip businesses with forward-looking forecasts, and help launch climate-resilient seeds faster and cheaper.

The way we think about AI is it's a time and effectiveness multiplier to the solutions for climate change.CNN BusinessHow AI could power the climate breakthrough the world needs · Nov 2023 · Interview

What does AI-driven adaptation look like in practice?

It compresses work that used to take years. Finding where a crop can still grow as the climate shifts, or trialling a drought-resistant variety, once meant multi-year field programmes; Gupta's point is that simulation collapses that to minutes, at a fraction of the cost.

a process that takes two or three years now takes minutes for them and the process that costs them millions of dollars, now basically costs hundreds of thousands of dollars.CGTNHow AI climate modelling could save money, time and millions of lives · Nov 2023 · Interview

Why prioritise adaptation, not just cutting emissions?

Not instead of mitigation — but adaptation is now unavoidable, because the warming is already locked in. That premise is why Gupta treats resilience as the urgent, here-and-now work rather than a distant concern.

Our planet is locked into several decades of climate change, regardless of our current mitigation actions.TIMEHow Climate Disasters Are Making Food Expensive Everywhere · Aug 2024 · Op-ed

Is adaptation a cost or a business opportunity?

An opportunity, and Gupta backs it with returns. He cites the Global Commission on Adaptation's benchmark and his own company's results, reframing resilience from a defensive expense into a high-ROI investment.

The Global Commission on Adaptation said $1 invested in adaptation leads to $6 return on investment. What we have proven is that $1 invested in adaptation leads to a $17 return in ROI.KeynoteThe business case for adaptation · Keynote

Where is adaptation most urgent?

Food and agriculture supply chains. Gupta frames the choice for countries and companies as react-or-prepare, and ties supply-chain resilience directly to food security and geopolitical stability — not just margins.

Countries and corporations face a critical choice: react to events as they occur, or proactively build resilience to seize emerging opportunities. This is not merely a matter of profit margins, but is inextricably linked to food security and geopolitical stability.World Economic ForumHow to protect food supply chains from climate change events · Nov 2023 · Op-ed

Why doesn't the market already fund resilience?

Because today it doesn't reward it. Gupta argues the agricultural market treats a grower with more resilient output the same as a neighbour whose yield will suffer in a drought year, so the work of building resilience goes unpriced — a market gap he points to.

The agricultural market is inefficient in not rewarding resiliency.Climate Tech VCHimanshu Gupta, CEO of ClimateAi · Interview

Who should pay for adaptation — especially those least responsible?

Gupta's proposal is a market mechanism. Since those hit hardest are in the Global South, least responsible for emissions and lacking funds, he argues for an adaptation-credits marketplace — modeled on carbon markets — so companies can privately fund resilience to recompense historical emissions.

We need a new system that gives companies the opportunity to privately fund climate adaptation measures, in order to recompense their historical emissions and the damage that these emissions have caused.The HillA radical idea to fund climate adaptation globally · Sep 2022 · Op-ed

Can we forecast far enough ahead to actually act?

Gupta is careful about the claim. He draws a line between predicting the future and forecasting risk — the goal is the latter, so that businesses can prepare for what's coming rather than react after the fact.

We can't predict the future, but we can forecast risks.ForbesHow ClimateAi Is Working With Companies To Accelerate Climate Resilience · Jul 2022 · Article

Where he's said this