Netflix tests Discover AI tab with theme-based recommendations – Unite.AI

Netflix introduced AI Discover on November 3, 2026, an experimental tab in its TV app where a small initial group of members can find recommendations by selecting themes and refining the results with direct feedback.

AI Discover adds a more explicit starting point to Netflix’s existing recommendations, which are personalized using signals like Like selections and titles added to My List. The new tab starts with the viewing situation: a quiet night, a movie night with the family, or just a few free minutes may each require a different selection.

Navigation begins with a theme

The first AI Discover experience features a series of themes, each premiered by a clip from a show or movie. Some address the viewer’s desired mood, with labels including “Something Light” and “Scare Me”. Others are organized by audience group, like “Family Movie Night,” or by available time, like with “Quick Watches.” Themes can also reflect new or popular titles and what a member has watched recently.

Selecting a theme produces corresponding recommendations. More specific themes are then displayed so the viewer can continue to narrow down the choices, while “Something Different” provides a new set. The sequence turns a broad viewing intention into progressively narrower options without requiring the member to start with a particular title.

AI helps create the themes, and the experience will explain the recommendations as the member goes through them. This places the AI ​​where navigation choices are organized, while clips and subsequent theme choices provide a visible path through the available shows and movies.

Feedback controls and limited implementation

Each recommended title includes an “Optimize your recommendations” button next to “Play” and “My List.” Members can use it to maintain a recommendation or ask Netflix not to suggest that title again. Netflix says a rejection is remembered within AI Discover, preventing the same recommendation from repeatedly appearing there.

Netflix says the feature is powered by a new layer of intelligence it has created, which responds to member input in real time and continues to learn. The controls connect a member’s response to a single title with what the feature presents next, making feedback part of the navigation process itself.

The card also gives Netflix a dedicated space to test tracking features. Usage and member feedback will help determine which experiences will be retained, improved, or introduced next, and some experiments may eventually become part of the core Netflix experience. Its long-term direction will therefore be influenced by how members respond to the first features rather than being set by this first thematic experience.

The rollout begins in the US for subscribers using Netflix in English on supported TVs, with access gradually expanding to more people in the weeks following the announcement. Eligible viewers will find “Discover,” marked with a red gem icon and labeled “New,” in the top navigation of the TV app.

For Netflix, the limited launch is as much a test of a discovery process as it is a test of individual recommendations: Reactions to themes and optimization checks will help decide which experiments stay within AI Discover and which become part of the core viewing experience.