Comparing membrane- and cantilever-based surface stress sensors for reproducibility

•We fabricated piezoresistive membrane- and cantilever-based surface stress sensors.•The devices were similarly functionalized with dextran and tested as humidity sensors.•Membranes were five times more reproducible compared to cantilevers-based sensors.•Simulations confirmed that the functionalization is key for a good reproducibility.