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Netflix Launches AI Discover to Tailor TV Recommendations

Netflix launched an experimental AI Discover tab on US television apps on November 3, testing mood-based recommendation themes to curb endless scrolling.
A television screen displaying the Netflix Discover interface with recommendation cards and a mood prompt.

Netflix introduced a test TV feature called AI Discover on November 3, adding mood-based recommendation menus to its living room app in the United States [1]. The company developed Netflix AI Discover to help viewers pick what to watch without spending their evenings scrolling through endless rows of identical thumbnails [2]. The tool tests whether themed video previews can guide households toward movies and shows they actually want. Engineering director Itay Teller said the goal is to make content browsing feel personal as the catalog grows [5].

Testing Themes on the Television Screen

The new feature appears as a distinct Discover button marked with a red gem icon and a “New” badge on the top navigation bar of supported smart TVs [2]. Eligible US viewers who watch in English can open the tab right next to My Netflix to see mood themes paired with short video clips from matching titles [4].

Viewers can pick from situational themes like “Something Light,” “Scare Me,” or “Quick Watches” [2]. Other presets cater to group settings like “Family Movie Night” or storytelling styles such as “Family Scandal Sagas,” “Workplace Comedy Favorites,” and “Royal Court Intrigue” [6]. When a viewer picks an initial option, the system displays matching titles while serving narrower sub-themes so people can keep refining their search, or they can select “Something Different” and “Get More Choices” to refresh the entire menu with a fresh batch of titles [8]. Short video clips give people a quick sense of tone before picking a film, which helps households settle disagreements over what to put on [6].

Early trials remain limited to TV sets, so phones and web browsers won’t show the new tab [7]. Netflix confirmed the feature skips kids’ profiles [6]. The rollout is expanding slowly across America over coming weeks, so many accounts don’t see it yet. Tech writer Scott Younker tested the rollout for Tom’s Guide on older hardware, including a Sony Bravia set and a Roku streaming stick, finding that neither device showed the tab on launch day [4].

A preview version of the AI Discover interface tested inside the Netflix application.
A preview version of the AI Discover feature tested inside the Netflix television application. (Credit: The Hollywood Reporter)

How Netflix AI Discover Selects Content

Netflix framed the test tab as a “test kitchen” where engineers try out new ideas before moving them into the core app [2]. When a viewer clicks the Discover icon, the screen shows a brief note reading, “Give me a moment while I find your next obsession,” before populating the recommendations [6]. Spokespersons told The Hollywood Reporter that the system relies on an internal model that reacts to user inputs in real time and keeps learning from viewer actions [5]. The software blends live user choices with account watch history and platform trends rather than leaning solely on static catalog tags [6].

Engineers built Netflix AI Discover as an in-house project. Itay Teller leads that effort. While Netflix previously teamed up with OpenAI for basic search box tools, representatives said this new discovery system was developed entirely by internal staff. The company has spent 20 years testing ways to suggest programming, using time-of-day viewing patterns, Thumbs Up ratings, and My List saves to predict what members want to watch [5].

The interface doesn’t include an open conversational chatbot, avoiding the clumsy typing that makes TV remotes frustrating to use. Viewers navigate without typing with TV remotes. Users simply click cards to browse previews and moods without spelling out search terms [7]. Writing for IGN, reporter Virginia Glaze compared the endless search through streaming menus to Cher looking into her closet in the comedy Clueless and finding nothing to wear [3].

The Netflix homepage navigation menu on a television display.
The Netflix homepage navigation menu on a television screen where the Discover tab appears. (Credit: Future / Netflix)

Feedback Controls and Viewer Preferences

Every title suggested inside the tab carries a “Tune Your Recommendations” button right beside “Play” and “My List” [2]. This setting lets viewers save a title or tell the algorithm never to recommend that specific film or series again [1].

Once a viewer rejects a title through this control, the software remembers the choice so that specific project won’t keep showing up in future browsing sessions [8]. Netflix stated that data collected from these interactive choices will serve a narrow operational purpose. Studio executives won’t use member interactions to make film production or series commissioning decisions [5]. Instead, engineers use feedback loops strictly to adjust immediate viewing suggestions and help the product team decide which test features deserve a permanent spot on TV screens [3].

The direct exclusion setting solves a familiar annoyance for households that struggle to remove unwanted titles from their home screens [1]. Digital Trends reporter Nadeem Sarwar pointed out that saving or hiding titles keeps suggestions clean [8]. Past features like shuffle play gave subscribers random suggestions, and over a decade ago Netflix tested an interactive guide called Max on the PlayStation 3, but neither tool provided detailed negative controls [1]. Giving viewers a direct way to say no lets the algorithm narrow choices without cluttering their saved watch lists [8].

Netflix Launches AI Discover to Tailor TV Recommendations — TechCrunch image
(Credit: TechCrunch)

The new TV tab fits into wider technology experiments across entertainment and digital media. Competing services have explored similar automated tools over recent years, with Spotify introducing personalized AI DJs and Roku launching a continuous channel built with machine tools. While some competitors use generative tools to assemble synthetic video feeds, Netflix keeps its tool focused on guiding viewers through its existing catalog of human-made films and shows [3].

Behind the scenes, Netflix has steadily expanded its use of automation across entertainment filming and engineering pipelines. Todd Spangler reported in Variety that roughly 300 titles across the Netflix catalog had used generative software tools during production as of July [6]. Earlier in 2026, the company also published an open research model named VOID on Hugging Face, which functions like an advanced version of Magic Eraser and needs at least 40GB of VRAM to operate. Netflix also tested personalized generative commercial formats in 2025 to make ads feel less intrusive, though those units haven’t officially rolled out to consumer accounts yet [4].

With Netflix AI Discover, the company puts an automated recommendation tool directly in front of TV viewers under an explicit artificial intelligence brand for the first time [6]. Brian Welk of IndieWire noted that Netflix avoided creating a virtual mascot like Meta meeple, keeping the TV interface focused on clean menus [7]. Netflix uses this optional test kitchen to assess viewer sentiment before deciding whether to embed predictive systems deeper into its default home screen [3].

Netflix Launches AI Discover to Tailor TV Recommendations — IGN image
(Credit: IGN)

Corporate Strategy and Executive Leadership Shifts

The rollout of new discovery tools comes at a time when Netflix is navigating softer viewer engagement across recent quarters [6]. In previous years, the service benefited from sleeper hits often described as the “Netflix Effect,” where low-budget productions like Squid Game, Stranger Things, Baby Reindeer, Adolescence, and Ginny and Georgia grew into massive hits without costly marketing campaigns. But keeping subscribers consistently engaged has grown tougher as the platform’s catalog expands to tens of thousands of choices [7]. Viewers often abandon browsing sessions when they can’t decide what to put on, reducing the total hours spent on the platform [6].

To address viewing declines, Netflix overhauled its senior content leadership team in October by replacing content chief Bela Bajaria with Peter Rice to steer future programming. That management shift followed corporate investments in filmmaking software, including a $587 million acquisition of InterPositive, a firm founded by Ben Affleck to provide production software for directors and writers [6].

The management overhaul works alongside TV redesigns as a dual effort to keep viewers on the service: funding compelling shows while removing the friction that stops people from finding them [6]. If the test menus succeed in reducing menu fatigue, Netflix plans to expand the feature to additional regions and languages in coming weeks. Whether viewers embrace mood-driven menus over classic genre rows will decide how much of this experimental kitchen becomes a permanent part of television streaming [2].

Sources
  1. ONLINE NEWS Holt, K. (2026, November 3). Netflix thinks AI might save you from scrolling aimlessly for something to watch. Engadget. [Article Link]
  2. ONLINE NEWS Malik, A. (2026, November 3). Netflix’s new AI Discover tab helps you find something to watch based on your mood. TechCrunch. [Article Link]
  3. ONLINE NEWS Glaze, V. (2026, November 3). Netflix Begins Rolling Out New AI Discover Feature to Help Tailor Viewers’ Recommendations. IGN. [Article Link]
  4. ONLINE NEWS Younker, S. (2026, November 3). Netflix just added AI Discovery as ‘test kitchen’ for discovering content — here’s how to find and use it. Tom’s Guide. [Article Link]
  5. ONLINE NEWS Hibberd, J. (2026, November 3). Netflix’s New AI Feature Wants to Know Your Exact Mood. The Hollywood Reporter. [Article Link]
  6. ONLINE NEWS Spangler, T. (2026, November 3). Netflix Launches First AI-Branded Content Recommendations Feature on TVs. Variety. [Article Link]
  7. ONLINE NEWS Welk, B. (2026, November 3). Even Netflix Is Turning to AI to Help Audiences Figure Out What to Watch. IndieWire. [Article Link]
  8. ONLINE NEWS Sarwar, N. (2026, November 3). Netflix’s new AI Discover tool will ask about your mood and tell you what to watch. Digital Trends. [Article Link]
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