Data-backed guides covering AI music analysis, platform algorithms, production quality, release strategy, playlist pitching, and TikTok virality — everything an independent artist needs to release smarter.
SongScore analyzes your audio file using AI trained on over 120 audio dimensions. You receive a Track Readiness Score (0-100), platform-specific fit scores for Spotify/TikTok/YouTube Music/Apple Music, a Sonic DNA radar chart, and a written analysis report (400-800 words) with actionable recommendations.
If you are not sure where to begin, start with these three articles. They cover the fundamentals — what a Track Readiness score is, how to read your analysis report, and what Vocal Clarity actually means for your streaming success. Each guide takes under 10 minutes to read and gives you actionable improvements you can make right now.
Articles about getting onto Spotify playlists, Apple Music editorial, and making your tracks platform-ready.
A practical, data-backed guide to landing Spotify editorial and algorithmic playlist placement. Covers pitch timing, track requirements, and the acoustic factors curators look for.
TikTok virality is driven by 5 measurable audio signals: hook timing, BPM range, lyrical phrases, mood clarity, and content versatility. Learn how to check them before you release.
Spotify's algorithm places tracks on Discover Weekly, Release Radar, and Radio. Here's exactly how it works, what signals it uses, and how to optimise your music for it.
AI audio analysis now makes it possible to predict Spotify performance before release. Learn the four audio signals that drive algorithmic success and how to measure them.
Stop guessing which playlists to pitch. AI audio analysis matches your track against real Spotify playlists by acoustic similarity — not keyword matching.
Spotify's algorithm is a behavioural prediction engine. Learn the three decision layers — audio analysis, behavioural feedback, and social signals — and how to optimise for them.
TikTok success is driven by viral audio signals, not streaming metrics. Learn the six TikTok metrics that predict sound virality and how to optimise them.
Apple Music is editorially driven and audiophile-oriented. Learn the five dimensions of Apple Music Fit and how to optimise your production for editorial selection.
Deep dives into vocal clarity, mix quality, and production techniques that affect streaming success.
How streaming algorithms work, how to use SongScore data, and how to interpret your analysis reports.
Your analysis report contains release strategy, pitching guidance, and production recommendations. This guide walks through every section so you can act on it immediately.
Track Readiness is the practice of objectively scoring a track before release — checking production quality, platform fit, and commercial potential. Here is why it matters and how to use it.
The complete 2026 guide to AI music tools. Separate production AI from strategy AI, and build a release-ready workflow that uses both.
A complete guide to free AI mood and energy analysis tools in 2026. Learn what valence, arousal, and energy mean, which tools measure them, and when you need professional-grade analysis.
Our Glossary explains every metric and term used across the learn hub — from SongScore and Platform Fit Score to Sonic DNA and Hook Segment Analysis. Try our interactive demo to see how SongScore analyses your audio in real time, or upload your track to get your free analysis report.
Everything an independent artist needs to release smarter: AI music analysis, Spotify and Apple Music algorithms, TikTok virality signals, production quality, vocal clarity, playlist pitching strategy, and how to interpret your SongScore reports.
Yes. Every guide is grounded in SongScore's AI audio analysis engine, which measures 120+ mood dimensions, 46 instruments, and platform-specific algorithmic signals from your actual audio. Our recommendations are backed by behavioural data from streaming platforms.
Start with the "Start Here" section above if you are new. Use the category groupings — Platform Strategy, Production & Mixing, TikTok & Social, and Algorithm Understanding — to find guides relevant to your current challenge. Each article shows its reading time so you can pick the right depth.
Absolutely. All articles on the Learn hub are free to read. When you are ready to apply the concepts, upload your track for a free analysis to see how your music scores across Spotify, TikTok, Apple Music, and YouTube Music.
We publish new guides regularly as streaming platforms update their algorithms and we surface new insights from our analysis data. Check back or follow us on Instagram, TikTok, and X for updates on new articles.
Track Readiness is the practice of objectively scoring a track before release — checking production quality, platform fit, and commercial potential. Here is why it matters and how to use it.
Score your track free. See exactly where it stands before you release.