NewCurio by Vionlabs · Built on multimodal embeddings

Curio powers your
Because You Watched

It matches viewers to how a title feels to watch, not just its genre, and puts the right next title where it counts: after the credits, on the home screen and on every title page.

Curio on a TV: as the Interstellar credits roll, it lines up Oppenheimer under Because You Watched, Top Gun: Maverick under Recommendations and Arrival under Similar Titles
The problem

Weak discovery has a real cost.

14 min

Average time viewers spend searching for something to watch

19%

Abandon the session when that search comes up empty

Nearly half

Say they would cancel a service over trouble finding something to watch

Source: Gracenote, 2025 State of Play (November 2025). Survey of 3,000 consumers in Brazil, France, Germany, Mexico, the UK and the US.

That’s rarely an algorithm problem. It’s a foundation problem. Most recommendation systems learn from sparse inputs: genre, cast, release year and a handful of tags. So two thrillers look identical, even when one is a slow-burn character study and the other is nonstop action.

What viewers get

Less searching. More watching.

01

Recommendations that feel like them

Matched on pacing, tone and emotional arc, not just the genre a title is filed under.

02

Less scrolling to find something

The rows already make sense, so viewers spend their time watching, not browsing.

03

Titles they would never have found

New releases and long-tail titles get recommended from day one, before anyone has watched them.

Three experiences

One foundation. Three places viewers feel it.

01 · Because You Watched

Keep the session going when the credits roll

When a title ends, Curio lines up what to watch next based on what other viewers who loved that same title went on to enjoy. It’s the natural next pick, not just a look-alike.

When Interstellar finishes, a Because you watched Interstellar row picked from what viewers who loved Interstellar went on to watch, highlighting Oppenheimer, The Martian, Top Gun: Maverick and Across the Spider-Verse in turn
A new viewer on day one with two titles watched gets home-screen rows picked by Curio, Thought-Provoking Sci-Fi and High-Stakes Thrills, with Arrival highlighted
02 · Personalized Recommendations

Rows that fit each viewer from day one

Even a brand-new viewer who has only watched one or two titles gets home-screen rows that fit, shaped by pacing, tone and story rather than only the genres they’ve clicked.

03 · Similar Titles

Smarter title detail pages

On every title page, Curio suggests titles that feel like the one in front of the viewer, connected by tone, pacing and emotional arc rather than category alone.

The Interstellar title page highlights its thought-provoking and emotional mood tags, which it shares with the similar title Arrival
How Curio works

Matched on how a title feels, not which box it’s in.

Curio runs natively on Vionlabs multimodal embeddings, not metadata. They capture each title’s visual composition, pacing, dialogue, tone and emotional arc, learned from more than 1,000,000 analyzed assets. A two-tower model, the approach behind personalized feeds at TikTok, YouTube, Meta and Instagram, matches viewer and content in one shared space.

Source
Your catalog
Multimodal content embeddings
Visual composition
Pacing & dialogue
Tone & emotional arc
Content tower
Learned from 1,000,000+ analyzed assets
Curio personalization
Shared embedding space
Viewer tower
Matched on feel, then served as
Because You Watched
Personalized Recommendations
Similar Titles
Watch history
Viewer
Privacy and integration

Privacy-first, and quick to switch on.

Curio works on pseudonymized viewer IDs only. No personal identifiers need to leave your environment, and the integration is built to keep you fully GDPR-compliant.

Start light

Watch History API

Fast, stateless integration.

Go deep

Full deployment

Long-term behavioral profiles for deeper personalization, plus expanded recommendation types and performance analytics.

Already a Vionlabs customer? Curio builds on the content understanding you already have, not a separate system on top. Activating it is a next step, not a new integration.
Proof

Live today with Great American Pure Flix.

Vionlabs has powered Pure Flix’s editorial curation for several years. Pure Flix is now the first platform to bring Curio to its members, across all three experiences: Personalized Recommendations, Because You Watched and Similar Titles on title detail pages.

Read the press release →
“This isn’t ‘recommendation’ as usual. It’s the next expression of what our multimodal embeddings already understand about content. We built the deepest content understanding layer in the industry, and personalization was always the natural next step. Now that same understanding carries straight through to what a viewer actually sees on their screen.”
Arash Pendari, Founder & CEO, Vionlabs
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