COMPANY_NAME=`cat file.txt | grep \"company_name\" | cut -d \'=\' -f 2`
outputs something like this
\"Abc Inc\";
Using sed, if you don't know what the last character actually is:
sed
$ grep company_name file.txt | cut -d '=' -f2 | sed 's/.$//' "Abc Inc"