CleanPlayfor Mac

HOW CLEANPLAY WORKS

Your movie.
Thoughtfully prepared.

A movie is more than a file. There’s dialogue to understand, timing to get right, and context behind every scene. Here’s how CleanPlay brings those pieces together.

In development · Public release expected in 2027

PROCESSING ON YOUR MAC
Your movies & TV shows
AUDIODialogue + subtitlesSpeech recognition · timing

Timed profanity mutes

VIDEOFrames + contextOn-device AI · scene boundaries

Scene suggestions

Your viewing profile + your review
A CleanPlay experience

01 / IMPORT YOUR COLLECTION

Start with
the videos you have.

Add a movie, a folder, an external drive, or a network share. CleanPlay discovers the video files and brings them into a visual library, with movies, TV seasons, and film series in one place.

macOS gives CleanPlay access to the locations you choose. The library remembers those sources, so you can return to your collection without adding every file again.

Your collection stays yours.

CleanPlay uses your own video files. Movies and shows shown here are for demonstration only and are not included with the software.

Actual CleanPlay Library. Movies shown are not included.

02 / IDENTIFY THE TITLE AND THE FILE

Know the movie.
Remember the version.

CleanPlay uses information such as the filename, title, and year to identify a movie and retrieve matching artwork and details. Series and episode information help put longer stories in order. When a match is ambiguous, it can ask you to choose the right title.

Knowing the title is only part of the job. A theatrical cut and an extended cut can have different dialogue and timing. CleanPlay keeps track of the physical file and checks compatibility before sharing preparation across versions.

01

Title identity

The movie or episode, with its title, year, and catalog information.

02

File identity

A content fingerprint helps saved preparation follow the same movie across renames and drive remounts.

03

Timing compatibility

Edition and runtime checks help keep a different cut from inheriting the wrong mute or skip times.

03 / PROCESS THE AUDIO

Find the words.
Get the timing right.

A subtitle tells you what was said. CleanPlay also needs to know when it was spoken, so a mute can cover the word you want to remove.

A

Start with the right dialogue.

CleanPlay checks the selected audio language and looks for suitable embedded or local subtitles. It can help find matching internet subtitles when needed. On-device speech recognition supplies dialogue and timing when subtitles are unavailable, and helps check what the audio actually contains.

B

Sync subtitles to speech.

Subtitle timing can be early, late, or gradually drift. CleanPlay compares subtitle words with a word-timed transcript, using matched phrases as anchors. This helps account for offsets, drift, and local differences between a subtitle file and your movie.

C

Prepare precise mutes.

Detected profanity becomes a set of timed mute windows. Local timing checks refine the spoken start and end points. Uncertain results remain available for review, and Audio Review lets you hear the original, preview the mute, and adjust it.

Native Audio Review with demonstration data. Flagged words are blurred for this website.

A useful measure, with a clear meaning. Subtitle profanity coverage describes the loaded subtitle’s flagged words that have been matched to speech and covered by enabled mutes. It is not a guarantee that every spoken word has been detected.

04 / ANALYZE THE SCENES

Look at the picture.
Check the context.

CleanPlay runs custom vision models on your Mac through Apple’s Core ML framework. The analysis looks for visual content such as nudity, sexual activity, violence, gore, and frightening imagery.

  1. Find candidates. Sample frames and visual cuts to locate moments that may need attention.
  2. Check the sequence. Revisit candidate moments over time and use a separate semantic check to distinguish sensitive imagery from ordinary scenes.
  3. Refine the boundaries. Examine brief shots and neighboring frames to turn findings into useful start and end times.

The progress view shows the work in flight: the current stage, AI workers, in-file progress, and estimated time remaining. Processing can adapt to playback, memory pressure, battery use, and heat.

Demonstration progress. Preparation time varies by title and Mac.

05 / REVIEW AND PERSONALIZE

The findings are a start.
The choices are yours.

AI can miss a moment or misread its meaning. CleanPlay makes its findings reviewable, so you can decide how your movie should play.

Actual interface with demonstration findings and original demo footage.

A profile for your preferences.

Each of 14 visual categories has five levels: Allow, Review, Standard, Cautious, and Maximum. Different kinds of content can have different settings.

Control the individual moment.

Preview a suggested scene, change its boundaries, keep it, or choose to skip it. Add your own scene ranges when you want more control. Audio Review separately lets you adjust or exclude individual profanity mutes.

Reuse the evidence.

Scene evidence is saved separately from your profile. Changing scene preferences can use the existing analysis without starting the whole scan again.

Explore the 14 scene categories
  • Sexual activity
  • Nudity
  • Sexualized intimacy
  • Suggestive content
  • Combat and physical violence
  • War and large-scale battle
  • Active weapon threats
  • Injury and blood
  • Gore
  • Monsters and creatures
  • Threatening spiders
  • Terror and immediate peril
  • Supernatural horror
  • Body horror

06 / BRING IT ALL TOGETHER

Press play.
Let it come together.

CleanPlay brings the movie, synchronized audio mutes, scene ranges, and your viewing choices into one playback experience. During playback, selected profanity windows are muted and selected scenes are skipped.

Preparation and your adjustments are saved with the title, ready for another viewing. The Library shows preparation status, while Cinema View gives the movie room to breathe.

Planning a trip or a movie night? Prepare the titles beforehand, review the details, and return when you’re ready to watch.

CleanPlay Cinema View. Original demonstration footage.

BUILT AROUND YOUR MAC

On-device intelligence.
A one-time purchase.

CleanPlay’s speech and scene analysis runs locally. Your movies do not need to be sent to an online AI model for processing, and that processing does not require paid, per-token model calls.

Apple’s frameworks make it possible to run specialized models on your own hardware. That supports a simple ownership model: you pay once for CleanPlay, with no subscription.

Some features still use a connection, including title and artwork lookups, optional internet subtitle searches, and access to files on a network drive. On-device processing refers to the audio and scene analysis.

THE NEXT MOVIE NIGHT IS IN THE MAKING.

Be there when
CleanPlay arrives.

Under development. Public release expected in 2027.

CleanPlay app screenshot

Development build. Movies and shows are shown for demonstration only and are not included with the software.