1. A method for converting output from a speech recognition engine, the method comprising the steps of: collecting an output from the speech recognition engine; converting the output to a list of tokens; identifying a first set of tokens matching a first set of predetermined patterns; performing a first set of rewrite rules, where the first set of rewrite rules is performed to transform text that matches a first set of predetermined patterns; identifying and transforming number clusters adjacent to keywords; identifying and transforming number clusters not adjacent to keywords; performing a second set of rewrite rules; performing a third set of rewrite rules, performing consolidation or suppression of filled pauses and silences performing attachment and formatting of punctuation performing capitalization of words following punctuation