My edge impulse model is working in edge impulse plattform. but not in my hardware even in static bufer example

I have created an command recognition model and it was 85% accurate. when i run that model in my esp32s3 and inmp441 hardware it is always printing noise categori.(i have 3 category noise,sister,unknown).even i tried static buffer example and copied 16k raw feature from edge impulse live classifier. in live classifier for the same 16k raw sample it is 100% sure it is sister . but for the same 16k raw sample it is printing noise. whats wrong ?