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    // soonos editorial

    The SOONOS Blog

    Insights from analyzed DJ sets, real performance data and the people shaping dancefloors. Explore transitions, energy, crowd intelligence, progression and opportunities through the SOONOS platform.

    Analyze a mixImprove with the CoachGet booked

    Five editorial pillars: performance analysis, DJ progress, crowd intelligence, career and SOONOS insights.

    Cover image for the article "Track Discovery: How SOONOS Finds Tracks That Fit Your Sound" — track-discovery
    track-discoveryhow-todj-signature

    Track Discovery: How SOONOS Finds Tracks That Fit Your Sound

    Depending on the mixes you submit for analysis, SOONOS reads your identity and surfaces new tracks that could work in your sets — automatically.

    Sep 27, 20264 min read
    Cover image for the article "Why Your DJ Mix Sounds Good at Home but Bad in a Club (And How to Fix It)" — DJ Mixing
    DJ Mixingclub

    Why Your DJ Mix Sounds Good at Home but Bad in a Club (And How to Fix It)

    Your bedroom speakers can hide problems that a club sound system exposes instantly. Here is what to listen for — bass, levels, beatmatching, phrasing, energy and track selection — before you step into the booth.

    Sep 2012m
    Read
    Cover image for the article "How to Use Harmonic Mixing to Make Transitions Invisible" — how-to
    how-toharmonic-mixing

    How to Use Harmonic Mixing to Make Transitions Invisible

    The Camelot wheel explained without the theory headache: which keys actually work together, the moves that lift energy, how to handle wrong key tags, and when breaking the rules is the right call.

    Sep 148m
    Read
    Cover image for the article "How to Send a Demo Mix a Booker Will Actually Listen To" — how-to
    how-tobookings

    How to Send a Demo Mix a Booker Will Actually Listen To

    What promoters and bookers actually open, how long they listen, what belongs in the message, the mistakes that get you deleted, and how to follow up without becoming the person they avoid.

    Sep 148m
    Read
    Cover image for the article "How to Record a DJ Mix That Sounds Clean Enough to Send" — how-to
    how-torecording

    How to Record a DJ Mix That Sounds Clean Enough to Send

    Gain staging, headroom, clipping, file formats and the one-take question — everything that decides whether your recorded mix sounds professional or amateur before anyone judges the music.

    Sep 149m
    Read
    Cover image for the article "How to Prepare Your First Club Set (Step by Step)" — how-to
    how-toclub

    How to Prepare Your First Club Set (Step by Step)

    A complete, practical checklist for your first club booking: research the room, build a tempo map, choose your first three tracks, prepare backups, and walk in knowing exactly what happens next.

    Sep 149m
    Read
    Cover image for the article "Inside the Largest Database of Analysed DJ Mixes" — statistics
    statisticstransparency

    Inside the Largest Database of Analysed DJ Mixes

    3,710 analysed DJ sets, 126 genres, 349 reference DJs: what one of the largest structured datasets of measured DJ mixes actually shows — and what it cannot tell you.

    Sep 1310m
    Read
    Cover image for the article "How SOONOS Teaches AI to Understand Music" — methodology
    methodologyengine

    How SOONOS Teaches AI to Understand Music

    How the SOONOS engine learns to listen like a professional: what it measures in a DJ mix, how the calibration engine turns evidence into a score, and what the AI deliberately refuses to judge.

    Sep 1311m
    Read
    Cover image for the article "What Strong DJ Transitions Have in Common" — transitions
    transitionstechnique

    What Strong DJ Transitions Have in Common

    Strong transitions are not a matter of taste. Across analysed sets they share the same measurable traits: phrase alignment, near-zero tempo drift, small level jumps and a clear energy handoff.

    Sep 95m
    Read
    Cover image for the article "How SOONOS Scores a Full DJ Set" — scoring
    scoringmethodology

    How SOONOS Scores a Full DJ Set

    A SOONOS score is not a taste rating. It is a weighted read of five categories, built from measured DSP signals and interpretive listening across the whole set — with hard ceilings when execution is measurably off.

    Sep 95m
    Read
    Cover image for the article "How to Read the Energy Curve of a DJ Set" — energy
    energystructure

    How to Read the Energy Curve of a DJ Set

    The energy curve is the shape of your set over time. Builds, peaks, releases and plateaus tell you more about a mix than any single transition — and constant high energy is usually a weakness, not a strength.

    Sep 95m
    Read
    Cover image for the article "The Return of Vinyl in DJ Sets: Why Wax Is Back in the Booth" — vinyl
    vinyldj-culture

    The Return of Vinyl in DJ Sets: Why Wax Is Back in the Booth

    Vinyl never really died — but in 2026 it's doing something more interesting than surviving. From festival main stages to 100-cap basements, more DJs are bringing records back. Here's why, and what it changes for your craft.

    Sep 94m
    Read
    Cover image for the article "AI Audience: How a Virtual Crowd Reacts to Your Set Before You Play It Live" — ai-audience
    ai-audiencecrowd-simulation

    AI Audience: How a Virtual Crowd Reacts to Your Set Before You Play It Live

    You wouldn't release a track without mastering it. So why play a 60-minute set live without testing it? AI Audience simulates crowd reactions to your mix — drop by drop, transition by transition — before you ever step in the booth.

    Sep 94m
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    Cover image for the article "The 10 minutes before your first track: what to actually do" — dj-tips
    dj-tipsperformance

    The 10 minutes before your first track: what to actually do

    A minute-by-minute routine for the last ten minutes before you open: listening from the floor, the technical checklist, planning three tracks and choosing the right opener.

    Aug 144m
    Read
    Cover image for the article "Booth nerves: how to manage the pressure in the last 10 minutes before you play" — dj-tips
    dj-tipsperformance

    Booth nerves: how to manage the pressure in the last 10 minutes before you play

    Why your hands shake before the first track, five techniques that actually calm you down in the booth, what to avoid, and how to recover if the first mix goes wrong.

    Aug 144m
    Read
    Cover image for the article "How to pitch an Ibiza superclub without getting ignored" — booking
    bookingibiza

    How to pitch an Ibiza superclub without getting ignored

    [UNVRS], Hï and Ushuaïa are run by the same group — which means the same inbox habits. Here is what a superclub promoter actually opens, and what gets deleted in four seconds.

    Aug 63m
    Read
    Cover image for the article "Mixing for a room like [UNVRS]: the big-room rules nobody tells you" — mixing
    mixingtechnique

    Mixing for a room like [UNVRS]: the big-room rules nobody tells you

    A 10,000-capacity room punishes habits that work fine at home: fast transitions, dense low end, constant peaks. Here is what changes technically when the room gets that big.

    Aug 64m
    Read
    Cover image for the article "Inside [UNVRS]: what Ibiza's new hyperclub changes for everyone else" — ibiza
    ibizaclubs

    Inside [UNVRS]: what Ibiza's new hyperclub changes for everyone else

    The Night League rebuilt the old Privilege into [UNVRS] and called it the world's first hyperclub. Here is what is actually verified, and what it changes for DJs trying to get on the island.

    Aug 64m
    Read
    Cover image for the article "DJ Club Accelerator: the 6-week program that turns bedroom DJs into bookable artists" — accelerator
    acceleratorprogram

    DJ Club Accelerator: the 6-week program that turns bedroom DJs into bookable artists

    A guided 6-week plan with weekly checkpoints, AI feedback on every mix, and a first-gig guarantee. Here is exactly what is inside, who it is for, and how it works.

    May 263m
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    Cover image for the article "From bedroom to booth in 6 weeks: the philosophy behind the DJ Club Accelerator" — accelerator
    acceleratorphilosophy

    From bedroom to booth in 6 weeks: the philosophy behind the DJ Club Accelerator

    Why we built a 6-week program with a gig guarantee, what we learned analyzing tens of thousands of mixes, and the three beliefs that shaped every part of it.

    May 263m
    Read
    Cover image for the article "Inside the Accelerator: what one week of structured DJ practice actually looks like" — accelerator
    acceleratorpractice

    Inside the Accelerator: what one week of structured DJ practice actually looks like

    No mysticism, no shortcuts. A breakdown of a real week inside the DJ Club Accelerator: uploads, AI feedback loops, checkpoints, and the discipline that makes it work.

    May 263m
    Read
    Cover image for the article "SOONOS AI v2.1: every change we shipped, and why your old score is now outdated" — changelog
    changelogv2

    SOONOS AI v2.1: every change we shipped, and why your old score is now outdated

    A complete tour of the V2.1 release — new global score formula, ranked DJ DNA, transition feedback loop, unified session scanner, mood arc, full report localization, Pro PDF export and more. If you uploaded a mix before this update, you've never really been scored by SOONOS.

    May 176m
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    Cover image for the article "Why your Soonos score sometimes changes by 5 points (and why that's a feature)" — methodology
    methodologyscoring

    Why your Soonos score sometimes changes by 5 points (and why that's a feature)

    A 5–7 point variance between two analyses of the same mix is not a bug. It's the engine being honest about what it doesn't know — here's the math.

    May 143m
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    Cover image for the article "Inside the Soonos analysis engine: how a DJ mix becomes a score" — methodology
    methodologyengineering

    Inside the Soonos analysis engine: how a DJ mix becomes a score

    A deep technical walkthrough of the V5.2 pipeline — DSP features, event detection, 6-pillar scoring and Bayesian fusion.

    May 144m
    Read
    Cover image for the article "How to Build a Playlist That Actually Plays Itself" — playlist
    playlistlibrary

    How to Build a Playlist That Actually Plays Itself

    Most DJs collect tracks. Few build playlists that survive contact with a real dancefloor. Here's how to organize a crate so the right track is always one click away.

    May 74m
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    Cover image for the article "How to Make a Banger: The Anatomy of an Unforgettable DJ Mix" — mixing
    mixingenergy

    How to Make a Banger: The Anatomy of an Unforgettable DJ Mix

    A banger isn't luck — it's structure, energy design, and intentional risk-taking. Here's the framework Soonos uses to spot mixes that punch above their weight.

    May 74m
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    Cover image for the article "How SOONOS Upgrades Your DJ Career: Bedroom to Bookings" — career
    careerdj

    How SOONOS Upgrades Your DJ Career: Bedroom to Bookings

    Turn every practice mix into proof of skill. SOONOS scores your sets, builds a public DJ profile, and helps bookers find you.

    May 14m
    Read
    Cover image for the article "Talent Detection for Bookers: Find the Next DJ With SOONOS" — booking
    bookingagency

    Talent Detection for Bookers: Find the Next DJ With SOONOS

    Stop scrolling SoundCloud. SOONOS turns thousands of DJ uploads into a ranked, scored, filterable talent pool for bookers and agencies.

    May 14m
    Read
    Cover image for the article "Why Score, Alerts and Explanations Need a Real Probabilistic Engine" — engine
    engineprobabilistic

    Why Score, Alerts and Explanations Need a Real Probabilistic Engine

    A score without uncertainty is a guess. An alert without context is noise. An explanation without a model is marketing copy. Here is why DJMXR built a probabilistic engine instead of a vibe meter.

    Apr 273m
    Read
    Cover image for the article "How DJMXR Analyzes a DJ Mix: From Audio Signal to Structured Performance Data" — engine
    enginetechnical

    How DJMXR Analyzes a DJ Mix: From Audio Signal to Structured Performance Data

    Most DJ tools stop at waveforms and BPM. DJMXR converts a mix into a structured sequence of states and applies statistical models to evaluate performance. Here is how the pipeline actually works.

    Apr 273m
    Read
    Cover image for the article "Inside the Engine: Semi-Markov, CTW and Dirichlet Explained for DJs" — engine
    enginetechnical

    Inside the Engine: Semi-Markov, CTW and Dirichlet Explained for DJs

    Three statistical models power the DJMXR engine: Semi-Markov for durations, CTW for sequence logic, and Dirichlet for uncertainty. Here is what each one actually does to your mix — without the math PhD.

    Apr 274m
    Read
    Cover image for the article "Bookers & Promoters: How to Survive the 200-Mix Demo Inbox" — bookers
    bookerspromoters

    Bookers & Promoters: How to Survive the 200-Mix Demo Inbox

    Every club booker and party promoter receives hundreds of demo mixes a month. 90% are unlistenable. Here is the triage system pros use to find the 10% that actually matter — without losing a weekend.

    Apr 275m
    Read
    Cover image for the article "How Bookers Spot New Talent in Under 5 Minutes (With a Verified Score)" — bookers
    bookerstalent-discovery

    How Bookers Spot New Talent in Under 5 Minutes (With a Verified Score)

    Talent discovery used to mean wading through hundreds of unsolicited mixes. Here is the new playbook: filter by verified score, audio verdict, and DJ DNA — and find your next resident in five minutes flat.

    Apr 274m
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    Cover image for the article "Why We Built Soonos: The Three Lies Every Genre Tag Tells" — soonos
    soonosscoring

    Why We Built Soonos: The Three Lies Every Genre Tag Tells

    Genre tags at upload have always been broken. Here are the three specific failure modes Soonos was built to fix — with real examples of how the audio probe catches what the metadata hides.

    Apr 264m
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    Cover image for the article "How to Read Your Soonos Verdict (And When to Override It)" — soonos
    soonostutorial

    How to Read Your Soonos Verdict (And When to Override It)

    Confirmed, contradicted, partial, missing, manual: a practical guide to interpreting the Soonos audio verdict on your last upload — and the rare cases where locking the lens manually is the right move.

    Apr 265m
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    Cover image for the article "Meet Soonos: The Audio Truth Engine That Calls Out Your Mix" — soonos
    soonosscoring

    Meet Soonos: The Audio Truth Engine That Calls Out Your Mix

    You said it's Melodic House. Soonos listened. Here's what happens when our new audio probe disagrees with what you tagged at upload — and why that's the most honest scoring upgrade we've ever shipped.

    Apr 264m
    Read
    Cover image for the article "From Bedroom to Booth: The Realistic Roadmap to a DJ Career" — career
    careerbeginner

    From Bedroom to Booth: The Realistic Roadmap to a DJ Career

    No hype, no shortcuts. The honest 5-year roadmap from your first controller to your first paid residency, broken down by year.

    Apr 167m
    Read
    Cover image for the article "Track Selection: The Real Skill That Separates Good DJs from Great Ones" — selection
    selectioncrate

    Track Selection: The Real Skill That Separates Good DJs from Great Ones

    Mixing technique can be learned in months. Track selection takes years. Here's how elite DJs build crates that win every dancefloor.

    Apr 166m
    Read
    Cover image for the article "Building a Pro DJ Home Studio on Any Budget" — gear
    gearstudio

    Building a Pro DJ Home Studio on Any Budget

    You don't need a Berlin warehouse to make pro-grade mixes. Here's how to build a functional DJ home studio at $500, $2000, and $5000+.

    Apr 166m
    Read
    Cover image for the article "How to Read a Crowd: The Lost Art of Floor Intelligence" — crowd
    crowdtechnique

    How to Read a Crowd: The Lost Art of Floor Intelligence

    Reading a crowd is not magic. It's a learnable skill built on signals, patterns, and feedback loops. Here's the framework elite DJs use.

    Apr 166m
    Read
    Cover image for the article "Mastering the Energy Curve: How Top DJs Engineer Peak Moments" — energy
    energytechnique

    Mastering the Energy Curve: How Top DJs Engineer Peak Moments

    The energy curve is the invisible architecture behind every legendary DJ set. Learn how to design tension, release, and unforgettable peaks.

    Apr 165m
    Read
    Cover image for the article "How to Prepare a DJ Tour: From Booking to Stage" — touring
    touringcareer

    How to Prepare a DJ Tour: From Booking to Stage

    Plan your first DJ tour like a pro — from negotiating with promoters and budgeting to preparing sets for different cities and managing your health on the road.

    Apr 76m
    Read
    Cover image for the article "How to Find a DJ Manager: A Step-by-Step Guide" — career
    careermanagement

    How to Find a DJ Manager: A Step-by-Step Guide

    Learn when you need a manager, where to find one, how to pitch yourself, and what to look for in a contract — the complete guide for DJs ready to level up their career.

    Apr 77m
    Read
    Cover image for the article "How to Mix in a Club: The Complete DJ Guide" — club
    clubmixing

    How to Mix in a Club: The Complete DJ Guide

    Master the art of club DJing — from preparing your set and reading the room to gain staging, managing transitions under pressure, and building energy across the night.

    Apr 76m
    Read
    Cover image for the article "How to Start DJing in Clubs: A Complete CDJ 3000 Guide for Beginners" — CDJ 3000
    CDJ 3000club DJing

    How to Start DJing in Clubs: A Complete CDJ 3000 Guide for Beginners

    Ready to step behind the decks in a real club? This complete guide walks you through mastering the Pioneer CDJ 3000, from understanding the layout to nailing your first live set.

    Mar 308m
    Read
    Cover image for the article "How Carl Cox Builds His Legendary Sets" — Carl Cox
    Carl Coxtechno

    How Carl Cox Builds His Legendary Sets

    Technical analysis of Carl Cox's style: energy, selection and transitions. What every DJ can learn from the king of techno.

    Mar 291m
    Read
    Cover image for the article "BPM Transitions: When and How to Change Tempo" — BPM
    BPMtransitions

    BPM Transitions: When and How to Change Tempo

    Mastering BPM changes is essential to keep the dancefloor energy. Discover pro techniques for seamless tempo transitions.

    Mar 281m
    Read
    Cover image for the article "Charlotte de Witte: The New Queen of Techno Decoded" — Charlotte de Witte
    Charlotte de Wittetechno

    Charlotte de Witte: The New Queen of Techno Decoded

    How Charlotte de Witte revolutionized the techno scene with her dark, powerful style. Analysis of her technique and impact.

    Mar 271m
    Read
    Cover image for the article "The Warm-Up Set: DJing's Most Underrated Art" — warm-up
    warm-upopening-set

    The Warm-Up Set: DJing's Most Underrated Art

    Why opening sets require MORE skill than peak-time slots.

    Mar 261m
    Read
    Cover image for the article "How to Improve Your DJ Transitions: The Complete Guide" — transitions
    transitionstechnique

    How to Improve Your DJ Transitions: The Complete Guide

    Master the 5 essential transition types that separate amateur mixes from professional sets.

    Mar 261m
    Read
    Cover image for the article "Understanding Set Energy: The Curve That Changes Everything" — energy
    energyset-building

    Understanding Set Energy: The Curve That Changes Everything

    Learn the 3 energy profiles that define great DJ sets and how to build tension like a pro.

    Mar 261m
    Read
    Cover image for the article "Beginner DJ: 10 Mistakes That Tank Your Score" — beginner
    beginnermistakes

    Beginner DJ: 10 Mistakes That Tank Your Score

    The 10 most common mistakes our AI catches in beginner mixes - and how to fix each one.

    Mar 261m
    Read
    Cover image for the article "Creating Your Sonic Signature: What Makes a DJ Unique" — signature
    signatureidentity

    Creating Your Sonic Signature: What Makes a DJ Unique

    Beyond technique - how to develop the quality that makes your sets memorable.

    Mar 261m
    Read
    Cover image for the article "Melodic Techno vs Tech House: Two Mixing Philosophies" — melodic-techno
    melodic-technotech-house

    Melodic Techno vs Tech House: Two Mixing Philosophies

    Same genre family, completely different mixing approaches and techniques.

    Mar 261m
    Read
    Cover image for the article "Building a Set from A to Z: The DJMXR Method" — set-building
    set-buildingpreparation

    Building a Set from A to Z: The DJMXR Method

    A step-by-step methodology for preparing and delivering a complete DJ set.

    Mar 261m
    Read
    Cover image for the article "The DJMXR Score Explained: How We Rate Your Mix" — scoring
    scoringengine

    The DJMXR Score Explained: How We Rate Your Mix

    A transparent look inside our scoring engine - the 5 pillars, penalties, and bonuses.

    Mar 261m
    Read
    Cover image for the article "5 Mixing Mistakes Even Experienced DJs Make" — mistakes
    mistakestechnique

    5 Mixing Mistakes Even Experienced DJs Make

    Even after years of practice, some mistakes persist. Here are the 5 most common traps and how to avoid them for good.

    Mar 251m
    Read
    Cover image for the article "The 10 Best Techno Clubs in the World (And What Makes Them Unique)" — clubs
    clubstechno

    The 10 Best Techno Clubs in the World (And What Makes Them Unique)

    From Berghain to Fabric, discover the legendary clubs that shaped techno culture and what makes their sonic magic.

    Mar 242m
    Read
    Cover image for the article "Building a Set from Scratch: The Narrative Arc Method" — set-building
    set-buildingstructure

    Building a Set from Scratch: The Narrative Arc Method

    A great DJ set tells a story. Discover the narrative arc method to structure your sets like a movie.

    Mar 221m
    Read
    Cover image for the article "Fred Again: How Live DJing Is Rewriting the Rules" — Fred Again
    Fred Againlive

    Fred Again: How Live DJing Is Rewriting the Rules

    Fred Again broke every rule of DJing. Analysis of his live approach, emotional connection, and what it means for DJs.

    Mar 211m
    Read
    Cover image for the article "Ibiza vs Berlin: Two Clubbing Philosophies Compared" — Ibiza
    IbizaBerlin

    Ibiza vs Berlin: Two Clubbing Philosophies Compared

    Ibiza and Berlin represent two opposite visions of nightlife. How these two capitals influence the style of DJs who play there.

    Mar 181m
    Read
    Cover image for the article "DJ Signature: How to Develop a Recognizable Style" — signature
    signatureidentity

    DJ Signature: How to Develop a Recognizable Style

    Top DJs have a sound you can identify in seconds. Here's how to build your unique sonic identity.

    Mar 161m
    Read
    Cover image for the article "Harmonic Mixing: How to Mix in Key Like a Pro" — harmonic-mixing
    harmonic-mixingkeys

    Harmonic Mixing: How to Mix in Key Like a Pro

    Learn how to use the Camelot wheel and harmonic mixing techniques to create seamless, musical transitions that keep the dancefloor locked in.

    Mar 203m
    Read
    Cover image for the article "Reading the Crowd: The Skill No Software Can Replace" — crowd-reading
    crowd-readinglive

    Reading the Crowd: The Skill No Software Can Replace

    The best DJs don't just play great tracks — they read the room. Learn how to decode crowd energy, adapt your set in real-time, and keep the dancefloor packed.

    Mar 153m
    Read
    Cover image for the article "EQ Mixing Masterclass: Stop Clashing Frequencies" — EQ
    EQmixing

    EQ Mixing Masterclass: Stop Clashing Frequencies

    Master the art of EQ mixing to create clean, professional transitions. Learn when to cut bass, swap mids, and use high-pass filters like the pros.

    Mar 103m
    Read
    Cover image for the article "The Perfect DJ Practice Routine (30 Min/Day)" — practice
    practiceroutine

    The Perfect DJ Practice Routine (30 Min/Day)

    You don't need hours of practice to improve. Here's a focused 30-minute daily routine that builds real skills — from beatmatching drills to full set rehearsals.

    Mar 53m
    Read
    Cover image for the article "How to Record Your DJ Mix (And Why You Should)" — recording
    recordingworkflow

    How to Record Your DJ Mix (And Why You Should)

    Recording your sets is the fastest way to improve. Here's everything you need to know about capturing clean audio — from software setup to post-processing.

    Feb 284m
    Read

    SOONOS Research

    How the analysis engine works, what it measures, and where it still has limits.

    Track Discovery: How SOONOS Finds Tracks That Fit Your Sound

    Depending on the mixes you submit for analysis, SOONOS reads your identity and surfaces new tracks that could work in your sets — automatically.

    Inside the Largest Database of Analysed DJ Mixes

    3,710 analysed DJ sets, 126 genres, 349 reference DJs: what one of the largest structured datasets of measured DJ mixes actually shows — and what it cannot tell you.

    How SOONOS Teaches AI to Understand Music

    How the SOONOS engine learns to listen like a professional: what it measures in a DJ mix, how the calibration engine turns evidence into a score, and what the AI deliberately refuses to judge.

    How SOONOS Scores a Full DJ Set

    A SOONOS score is not a taste rating. It is a weighted read of five categories, built from measured DSP signals and interpretive listening across the whole set — with hard ceilings when execution is measurably off.

    Useful guides

    Entry points by level and by goal.

    BeginnersAmateurProDJ SchoolTransitions

    Soonos FAQ

    Verdicts, override & missing signals

    Quick answers on how the Soonos audio probe decides, when manual override kicks in, and what to do when the verdict is partial or missing.

    See every verdict in action — demo gallery

    Bring your music in.

    Upload your mix

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