WATERSHED
Generic models can be impressive, but they do not come with built-in sustainability judgment, nor the evaluation scaffolding needed for this domain. That is why we talk about sustainability AI as a category: it is not just a model, it is a system with data, methodologies, validation logic and review built in.
Q. WHAT ABOUT THIS CHALLENGE BUILDING SUSTAINABILITY- FOCUSED AI RESONATES WITH YOU AND YOUR TEAM?
» Two things. First, sustainability is one of the most important real-world domains where software can move from analytics to outcomes. If we can help teams get trustworthy answers faster, we can accelerate decisions that change supply chains, materials and capital allocation – accelerating decarbonisation.
Second, the bar for success and credibility is high. Building AI that is credible enough for audit and regulation forces rigor: evaluation, traceability and collaboration between climate scientists, sustainability experts and AI engineers.
Q. HOW DO YOU STAY MOTIVATED TACKLING PROBLEMS THAT ARE BOTH TECHNICALLY CHALLENGING AND GLOBALLY SIGNIFICANT?
» I stay motivated because the work is intellectually demanding, deeply grounded in impact and personally significant. On the technical side, building trustworthy AI systems means doing the hard, unglamorous work: evaluation, governance layers, human
“ I want to do my part to make the planet a better place for my daughters and everyone else. And I believe we can”
Yubing Zhang Head of AI Products Watershed
review loops and being honest about what is not ready yet.
On the impact side, the leverage is enormous. When large companies change a procurement decision or redesign a product based on better emissions data, there is the potential to drive decarbonisation at a scale that dwarfs the footprint of the AI itself. That is what keeps the team focused: building tools that lead to realworld decarbonisation, not just faster workflows.
And on the personal side, I am motivated to do this work for my two daughters. I want my hours away from them every day to be for them too. Climate change is one of the most challenging problems facing humanity, and I want to do my part to make the planet a better place for my daughters and everyone else. And I believe we can.
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