The service's anonymity is claimed to have fostered a support network where concern and care among users has developed: according to Mashable, "The team regularly hears from users that the network's community has helped them stop self-harming behaviors." Another premise behind the service was to counter the "best possible self" ego-driven self-aggrandizing "vanity" posting done on Facebook, and as an antidote to the phenomenon of "oversharing" and "too much information" that young users engage in online.The digital-news website SMU SMC summed up all these points together: "In addition to preventing cyber bullies, Whisper gives users the opportunity to confess to things that could potentially ruin marriages, friendships or result in loss of job, without suffering consequences.You can over share without any repercussions." Whisper has also been used as a platform for citizen journalism.

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In April 2016, the app launched Whisper Polls, whereby brands can question potential consumers, the users, about various types of opinions, preferences, and interests.

The app is also planning to start interacting directly with users through a "cards" feature, prompting users to post about specific topics.

On April 13, 2016, Whisper was featured in a discussion on The Howard Stern Show, where Howard and co-host Robin talked about confessions from men who were victims of domestic violence at the hands of their own wives.

In March 2016, Fast Company reported that Whisper had recently begun to use deep learning to build a content moderation tool, internally dubbed the Arbiter.

The article stated that the Arbiter runs on a PC with 128GB of RAM and four Nvidia Ge Force Titan X graphics cards, each of which has a graphics processing unit with 3072 computing cores and 12GB of RAM.

Those GPUs enable it to perform artificial intelligence and use neural network technology to assess incoming whispers.

The article noted that because Whisper's Arbiter has knowledge to "reflect both the real things that millions of Whisper users have said and how moderators handled them, its understanding of language can be remarkably subtle." Pitch Book, an independent private equity and venture capital research firm, forecasted in November 2013 that Whisper is one of the likeliest social platform IPOs, with a pre-money valuation of million.

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The app was launched in March 2012 under the original name Whisper Text by CEO Michael Heyward and Brad Brooks, who is the CEO of mobile messaging service Tiger Text.