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    How we got here Paid-review farms have sprung up around the world, providing their services to businesses paying to falsely boost their ratings on review platforms. "A lot of times businesses unwittingly will hire these firms because they try to position themselves as online marketing and reputation firms," says Brian Hoyt, TripAdvisor's head of global communications and industry affairs. Other businesses take the matter into their own hands by offering incentivized reviews, coercing employees to write fake reviews, or otherwise influencing reviews to create a false impression. Dean says that review fraud extends across every profession you can imagine. "I've personally seen doctors, lawyers, dentists, contractors, wedding DJs, piano teachers, lactation consultants," she says. "And I'm a single investigator using no automated tools, just my eyeballs and spreadsheets." In a March blog post, Google said it put protections on over 100,000 businesses in 2021 after detecting suspicious review activity and abuse attempts using a combination of machine learning and human operators. According to the company, its machine learning models have been trained to watch out for specific words and phrases, examine the types of content an account has contributed in the past, and detect suspicious review patterns. "Our policies clearly state reviews must be based on real experiences, and when we find policy violations, we take swift action ranging from content removal to account suspension and even litigation," Google says. "We'll continue to work closely with government officials to share more on how our technology and review teams work to help users find relevant and useful information on Google." What's next in the fake review fight Dean contends her research shows that major review platforms often aren't adequately looking out for consumers and honest businesses. She says they need to do more to alert consumers that a business has acted deceptively when they remove fake reviews. "Showing the public evidence of widespread fraud on their platforms is not in their business interest," she says. He adds that it can be tough to locate even smaller scale fake review brokers because "you don't need anything but a computer and a coffee shop." faux saint laurent bagchanel mini flap bag