How can I recreate the AMIs with installed software?

I would like to prepare the AMI creation workflow as part of my Wordpress project, but I am not sure how what these AMIs contain or what might be installed in them.

Can you describe the process that would be required to create one of the Wordpress AMIs from scratch?

Thanks,
Dom