Supporting what he said, the best comparison is based on what the product maker CLAIMS it is. It may not be perfect, but it is considered a starting point at best.
ADJ, among other companies, have been saying how an LED fixture compares to a similar type product with X-type of bulb and wattage. Nearly everyone has been asking these kind of questions, so pretty much all companies have been trying to provide those type of answers.