Every Song Analyzer Gives You a Number. Almost None Give You Anything to Do With It.
August 30, 2026 · 7 min read
There are more AI song analyzers than there were a year ago, and they have converged on the same product: upload a track, get a score out of 100, read some feedback. The score has become the commodity — which makes "which one is most accurate" the wrong question to open with, because none of them can prove accuracy to you and all of them weight differently.
The question that actually separates them is what you are holding ten minutes later. Below is what each tool does, checked at the end of August 2026, including the two places where Songbrain comes off worse.
Key takeaways
- →Playlist Profit's score is free, needs no signup at all, and it earns its money on paid promotion campaigns afterwards.
- →TotalAnalyzer is the deepest report — 100+ metrics, three free light analyses a month, then roughly €1.33–€3 per full analysis.
- →One More Shot makes the video but hands you no analysis; the analyzers hand you an analysis but no video.
- →Songbrain's free tier is the most restrictive of the group for repeat use: one anonymous run, then two analyses after signup, no monthly refill.
- →Nobody is expensive. If two tools tell you different things, run the song through both — the whole comparison costs less than a coffee.
| Songbrain | Playlist Profit | TotalAnalyzer | Rate My Song | One More Shot | |
|---|---|---|---|---|---|
| What it is | Analysis + finished clips | Free score + paid pitching | Deep analysis report | Score + 3 fixes | Music video generator |
| Free tier | 1 run, no account · then 2 | Unlimited, no signup | 3 light analyses / month | Free score | Trial, token-limited |
| Paid | $19/mo · credit packs | Promotion campaigns | €2.99–€19.99 credit packs | Paid tiers | $29–$269 / month |
| Works on an unreleased demo | Yes — reads the audio | Reads Spotify track data | Yes — reads the audio | Yes — reads the audio | Yes — reads the audio |
| Timestamped best moments | Yes, ranked + why | No | No | Hook strength, no timestamps | Used internally for sync |
| Mix / loudness numbers | LUFS + true peak vs targets | No | 100+ metrics incl. loudness | Production quality score | No |
| You get media out of it | 7 clips + captions + plan | No | PDF report | No | One full music video |
| Playlist route | Genre leaderboard | Curator network (paid) | No | No | No |
Checked 30 August 2026 from each tool’s own site. Prices and free tiers on this kind of product move quickly — verify before you decide anything on them.
Playlist Profit — the free score with a business model behind it
The most frictionless entry of the group: no signup, no card, a score in about thirty seconds, scored against genre fit, mood, production and curator acceptance patterns, with suggested playlists from their curator network. The analysis is genuinely free because it is the front of a paid promotion campaign, which is a fair trade as long as you know that going in.
The limit is what it reads. Scoring against curator behaviour leans on data that exists around released tracks — so it is at its strongest once your song is out, and least useful at the demo stage where the decisions are still cheap to make.
TotalAnalyzer — the deepest report
If you want numbers, this is the most numbers: over 100 metrics across loudness, peaks, clipping, stereo image, tempo, key and spectral balance, plus AI judgements on emotion, originality and target audience, exportable as a PDF. Three light analyses a month are free and refresh on the first; full analyses run on credits, roughly €1.33 to €3 each depending on the pack.
It stops at the report. Cover art and music video ideas come as suggestions in text — the making is still your evening.
Rate My Song — score plus three fixes
A tighter product: a 0–100 built from four factors (production quality, catchiness, distinctiveness, genre competitiveness), three concrete fixes, and revision tracking so you can see whether V2 actually moved. The revision loop is the interesting part — most tools score a song once and forget it existed.
One More Shot — the video, without the analysis
The odd one out: it takes an audio file and returns a finished music video, synchronising visuals to beats, tempo changes, vocal segments and emotional tone. So it does analyse your song — it just never shows you the analysis, because the analysis is an ingredient rather than the product. There is a token-limited free trial; the paid plans run $29, $89 and $269 a month, and a single long video can eat a serious slice of a month’s tokens.
If you want one polished long-form video, this is a different and legitimate purchase. If you want fifteen short things to post over two weeks, the token maths gets uncomfortable fast.
Songbrain — and where it loses
Songbrain sits on the seam: the analysis (score with a transparent breakdown, ranked best moments with timestamps, LUFS and true peak against platform targets, genre, lyric scoring) and then seven finished 9:16 clips cut around those moments, with captions per platform and a two-week posting plan. One upload, both halves.
Two honest losses. First, the free tier: one anonymous run and then two analyses after signup, with no monthly refill — Playlist Profit and TotalAnalyzer are both more generous if you want to score a track every week. Second, depth of report: TotalAnalyzer measures more things about your mix than we do, and if a spectral-balance readout is what you came for, that is the better tool for that job.
The case for using it anyway is the ten-minutes-later question. A number tells you which song deserves the push; a clip is what actually does the pushing.
Run your track and compare for yourself
Score with its breakdown, your strongest seconds, and 7 clips cut around them — about a minute, no account. Then run the same file through the others and see which result you can actually use.
Common questions
Playlist Profit's rate-my-song is free with no signup at all, and TotalAnalyzer gives three light analyses a month that refresh on the first. Songbrain's free run needs no account either, but after signup it is 50 credits — two analyses — with no monthly refill, which makes it the most restrictive of the three for repeat use.
The analysis tools do not. TotalAnalyzer suggests cover art and music video concepts as text, and Playlist Profit produces no media at all. One More Shot generates full music videos but does not hand you an analysis. Songbrain is the one that does both from a single upload.
No. Each score is built from a different model with different weights — Rate My Song uses four factors, Playlist Profit scores against curator acceptance patterns, Songbrain weights viral potential, quality and lyrics. A 70 in one is not a 70 in another. What is comparable is whether a tool shows you the reasons behind its number.
It depends what the tool reads. Anything that measures the audio file works on demos, rough mixes and AI exports. Anything that reads streaming data — plays, saves, curator behaviour — needs a released track with history, which rules out the demo stage entirely.
Only as a filter. A score tells you which of your tracks to put effort behind; it does not distribute the song, cut the clip or write the caption. The useful question when comparing these tools is what you hold in your hand ten minutes after the number appears.
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