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Guides

The parts nobody writes down

Short, specific, and written to be useful whether or not you ever use the platform.

What 100 mV of overpotential actually costs

Translating catalyst activity into euros per kilogram of hydrogen, and why the answer depends entirely on your electricity price.

How to evaluate a low-iridium catalyst claim

A checklist for reading a PEM OER catalyst paper or supplier pitch: current density, Tafel slope, stability window, and what is missing.

MLIPs vs DFT for catalyst screening

When a machine-learned interatomic potential is the right tool, when it is not, and why the OER regime is the hardest case for general-purpose models.

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The molecular-energy AI cloud. Computational catalyst screening, closed to cost per kilogram.

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OER activity screening Acidic stability Cost-per-kilogram closure Substitution series Provenance & reproducibility Product preview

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LCOH calculator Iridium intensity calculator Overpotential converter All tools

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