Michael Kordahi, which I feel compelled to disclose is a Microsoft employee, has set up such an experiment, dubbed “BlindSearch” which you can try here. On the site, you enter a single search query which results three sets of unbranded results. After viewing the results, you are given an option to vote on one set of results, which then reveals the provider and adds it to the tally.
At the time of writing, Google is in the lead with the tally standing at “Google: 40%, Bing: 31%, Yahoo: 29%” out of 355 votes.
Update: Approximately half an hour after posting, Bing takes a slight lead over Google. (Google: 36%, Bing: 38%, Yahoo: 26% 641 votes)
Update 2: A thousand votes later, Google and Bing are tied. (Google: 39%, Bing: 39%, Yahoo: 22% 1757 votes)
Update 3: Three’s the magic number, for Google. (Google: 40%, Bing: 37%, Yahoo: 23% 2554 votes)
Update 4: Google is taking a stronger lead with another thousand votes. (Google: 43%, Bing: 32%, Yahoo: 25% 3520 votes)
Update 5: It appears the application has exceed Yahoo API’s daily limit. Michael is aware of the problem and looking for a workaround. Yahoo results has since been fixed.
Update 6: Some people’s attempt at gaming the system has forced the tallies to be now removed
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