If every company used their name for the ad title, the ad for a company called "Cheap Lawn Chairs" would massively outperform the rest.

The domain name section of the ad shows who the company is.

The domain name section of the ad is probably some fly-by-night "cheaplawnchairs.info" domain. I'd still pick Target, as it's a reputable company I can probably go visit in person to take a look if I like.