Benchmark Reports
How Zylectra's Physics AI model stacks up.
Independent, reproducible comparisons: same data, same held-out cells, same evaluation code for every model in a report.
True Electrochemical Health · LFP chemistry
vs. five data-driven architectures
Zylectra's Physics AI model ranked against an MLP, a Transformer-style Attention model, a GRU, an LSTM, and a residual CNN: same data, same held-out cells, same evaluation code.
13–27×
fewer parameters, and still the most accurate model tested
Published 2026-08-31
True Electrochemical Health · LFP chemistry
vs. Wang et al. 2024 (PINN4SOH)
Zylectra's Physics AI model benchmarked against the most cited physics-informed architecture for Li-ion health estimation, published in Nature Communications.
51%
fewer errors than the field's own reference architecture, on its hardest dataset
Published 2026-09-03