AdWords new matching behaviour: for phrase and exact match keywords

If you’ve been managing an AdWords account this week you’ll probably have noticed a pop-up notification about changes to the way AdWords uses Phrase and Exact match: plurals and misspellings will now be included by default. So what does this mean, and when should you use it?