AFAIK the specific patterning and asymmetry of surrounding cells is what convinced the cells to form organs. The inhibition stops random cells in media from forming a big randomly configured organ, ie a tumor. Here is a paper about it,

https://febs.onlinelibrary.wiley.com/doi/pdf/10.1111/febs.14...