I've heard that claim made before, but the fact is that the Emperor specifically mentioned the atomic bomb in his surrender speech.

That seems to me to be the most powerful evidence against the notion that it had 'little or no effect' on their reasoning...

https://en.wikipedia.org/wiki/Gyokuon-h%C5%8Ds%C5%8D