COMPANY_NAME=`cat file.txt | grep \"company_name\" | cut -d \'=\' -f 2`
outputs something like this
\"Abc Inc\";
In Bash using only one external utility:
IFS='= ' read -r discard COMPANY_NAME <<< $(grep "company_name" file.txt) COMPANY_NAME=${COMPANY_NAME/%?}