CEO View: A Message from Grayboxx


Every Wednesday on AltSearchEngines, we go visit the offices of an alternative search engine to hear from the CEO. Today, we’ve asked Bob Chandra, founder of grayboxx to tell us about their unique project.
Bob Chandra: Founded in 2005, grayboxx is a local online search site that provides extensive rankings and recommendations for local businesses and professional services in the United States using our PreferenceScore technology. We operate out of a converted restaurant overlooking a little pocket-canyon in the town of Saratoga, near Silicon Valley’s southwest corner. We’re different from the other local search engines because our results and quality measurements are based on a vast collection of anonymous data about people’s everyday interactions with local businesses. Other local search engines rely completely on user-reviews, which are important and useful but ultimately lack in scope and geographic coverage.
Scope of User Reviews: In considering scope, there are more than 7,000 different types of businesses in the United States. User review Web sites give feedback on slightly more than 200 categories. Few of us are highly motivated to write a user review about our experiences with a plumber, a proctologist, or a bail bondsman. Our method of capturing interactions with businesses means that users don’t have to explicitly volunteer information; instead we have popularity scores on ALL the kinds of businesses they patronize. Grayboxx provides feedback on more than 6,000 types of businesses.
Geographic Coverage of User Reviews: In terms of geographic coverage, almost all user reviews are written for the largest 15 or so cities in the country, but more than 70 percent of the Internet population in the United States live outside these metro areas. This means that user review-based local searching doesn’t give reliable results for most of us.
Comparisons: Grayboxx works equally as well in small cities and towns as it does in large cities, but the difference is most striking outside of the major metro areas. For example:
To further elaborate on grayboxx’s unique scoring methodology, when all private data tied to a community’s actions has been removed, PreferenceScore refines the information into a simple numerical ranking that shows a business’ popularity and actual human foot traffic. For example, a search on grayboxx for “bicycle shop” in Abilene, Texas yields Bike Town as the number one result as measured by grayboxx’s neighbor-recommendations system. In 2007, Bike Town was recognized as Abilene’s best local bike shop in the Reader’s Choice Awards sponsored by the Abilene Reporter-News, illustrating how grayboxx’s automated recommendation system maps well to the businesses that Abilene residents choose as best.
Conclusion: User reviews are important, but really, they’re just the icing on the cake. In the few instances when they are available, grayboxx does provide links to third-party user reviews. Ultimately, through our automated ranking and recommendations technology we’d like PreferenceScore to do for local search what PageRank did for the Web.











October 18th, 2007 at 11:32 am
I use grayboxx a lot. Very useful site. Works great when traveling. Saved me so much time when I had to shop for several autoparts on a Saturday when most dealerships are closed. My mechanic was surprized. He didn’t have to go back another day beacuse I got them all together in a short time. I grayboxx everything now! Hooray, grayboxx!