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The same accompany means you are in the same place as someone, and you are accompanying them. This word means to accompany. This is only used for accompanying people.
This is a jukugo word that uses the on'yomi readings of the kanji. You should be able to read this on your own.
I thought you would be accompanied by your wife today.