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Media companies also want to gather and crunch all the data about viewing habits they can to sell to advertisers. The companies receive less high quality data when people watch network programming through an app from Dish Network or DirecTV instead of using their own apps.

"Both sides are paranoid. The operators think that if the programmers can create a one-to-one relationship with the consumer, some day they peel off and become their own HBO," said an executive at a media company involved in content negotiations who was not authorized to talk to the media.

Ad sales on the platforms are still small and hard to estimate, but revenue is expected to grow as more viewing moves to mobile devices

While brand marketers are enthusiastic about trying to engage second-screen viewers, much of their focus right now is on Facebook and Twitter rather than standalone second-screen apps.

As a result, these apps are looking to reposition themselves to attract more use and brands

The idea is to provide users with an experience that they can engage with throughout the day related to their favorite TV shows, whether they want to catch up on the latest gossip about a show, chat about the latest episode or engage with the app while watching a show.

Twitter is specifically about what is happening right now,” says Ron Amram, senior media director of Heineken USA, adding that Amplify has become Twitter’s most promising ad tool. “To allow a brand to have real-time ownership of a video that says, ‘This is what you need to know right now’ is pretty powerful.”

To attract more social media attention, “marketers are taking moments that would have been talked about at the water cooler and are allowing them to unfold live,” says Adam Bain, Twitter’s president of global revenue.

A division of 30 employees works with media companies to ensure that networks and their actors tweet during broadcasts and that Twitter hashtags and user names appear on the screen

The Canvs analysis covered about 185,000 tweets, just a portion of the half-a-million tweets that Canvs identified as being related to the finale. The platform only analyzes tweets it is sure it can interpret accurately, founder and CEO Jared Feldman told me. <div><a href="http://pubads.g.doubleclick.net/gampad/jump?iu=%2F4624%2FTheAtlanticOnline%2Fchannel_technology&t=src%3Dblog%26by%3Dadrienne-lafrance%26title%3Dan-algorithm-knows-who-liked-the-em-how-i-met-your-mother-em-finale%26pos%3Din-article&sz=300x185&c=72813788&tile=3" title=""><img src="http://pubads.g.doubleclick.net/gampad/ad?iu=%2F4624%2FTheAtlanticOnline%2Fchannel_technology&t=src%3Dblog%26by%3Dadrienne-lafrance%26title%3Dan-algorithm-knows-who-liked-the-em-how-i-met-your-mother-em-finale%26pos%3Din-article&sz=300x185&c=72813788&tile=3" alt="" /></a></div>

An algorithm might recognize the word "enjoy" in a tweet that says, I really didn't enjoy the How I Met Your Mother finale, without realizing that the tweet isn't ultimately positive. You can teach a computer to recognize the "didn't" before "enjoy," but that doesn't go far enough, either.

The way that 12-year-olds talk about loving Justin Bieber? There's no dictionary on the planet that captures that."

Yahoo’s multimedia blogging platform Tumblr is already co-operating with Viacom to offer advertising opportunities around top Viacom TV programming, such as the MTV Movie Awards. It also recently commissioned research into its social TV engagement, positioning it as a direct competitor to Twitter.

The Voice USA runs its social TV engagement across multiple other social networks and mobile apps, including Google+, Keek, Pinterest, Snapchat, Tumblr and YouTube, plus Facebook’s Instagram and Twitter’s Vine.

Twitter, Facebook, WeChat and Sony have all launched rival World Cup social TV services.

The new service, which could launch in the coming months, likely will feature original series and may include licensed programming, these people said. As part of the project, Amazon has held talks with the creators of "Betas," a series about a Silicon Valley startup that Amazon produced last year for Prime, these people said.

The new data Amazon collects about viewers' television or music preferences could allow it to deliver more targeted advertising, including for products available on its retail website. Think Adidas shoe ads alongside Run-D.M.C.'s "MyAdidas" music video.

In its second season, Snapchat's first original program, Good Luck America, averaged over 5 million unique viewers per episode, Axios has learned. The season totaled 29 million total unique viewers globally, 45% more than the prior season. Almost 75% of those viewers are under the age of 25, and over 90% are under age 35.

Adds new digital viewers: Twitter provided an average of 6% incremental reach to TV (meaning it expanded its audience with viewers that are digital-only) for target demographics.

Reaches a young audience: Twitter saw an average of 25% additional digital reach to TV programs amongst adults 18-24.