"This is exactly the kind of applied rigor desalination needs—O&M and operations defining what good looks like on the floor, not whatever a vendor slides into a demo. It's not just ranking models; it's about whether you can trust the recommendation when ΔP is climbing at 3 a.m."
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Voices from the community
Hear from water professionals using the benchmark to make better AI decisions.
"What stands out is that the cases feel like our plant—symptoms, history, and the wrong answer that would cost you a membrane. I've joined and I'm watching this space very closely."
"Your work on this matters. Most 'AI for water' pitches never touch how we actually read a trend or when to hold off on a CIP. This helped me see where a model helps—and where it still shouldn't touch the red button."
"We believe benchmarks should be shaped by people running RO trains in real conditions, not only by the teams building the models. That got me—I want standards we can explain to the board and defend in an alarm review."