Tagging that learns your taste.
Hit Auto-Tag and Vibes suggests vibes for a new track straight from its audio, out of the box. On top of that it learns from your own tagging, so it keeps getting sharper at predicting the vibes you would pick. It all runs on your machine.
$49$79USD one-time purchase. First 250 licenses at this price. 14-day free trial.
Auto-tag suggests vibes, trained on your picks.
How it works.
On any track, click the Auto-Tag button. Vibes suggests vibes straight from the audio, so it works from the very first track, before you have taught it anything.
Accept the suggestions, reject the ones that miss, or add your own. Every choice teaches the model how you hear music.
The more you tag, the better it predicts the vibes you would have picked, and it stops repeating the mistakes you rejected.
On any track, click the Auto-Tag button. Vibes suggests vibes straight from the audio, so it works from the very first track, before you have taught it anything.
Accept the suggestions, reject the ones that miss, or add your own. Every choice teaches the model how you hear music.
The more you tag, the better it predicts the vibes you would have picked, and it stops repeating the mistakes you rejected.
Tagging that actually gets you.
It works on day one, runs on your machine, and sharpens the more you tag.
On your machine
Private by design.
The model trains and runs locally. Your library and your tags never leave your computer, and there is no account and no cloud service in the loop.
Afterhours
Mysterious
Introspective
EvolvingWorks now, learns on top
Useful from track one, then yours.
Every track gets an audio embedding, so Vibes can suggest vibes from the sound alone on day one. On top of that, a small classifier learns the link between how a track sounds and the vibes you give it, so its picks keep moving toward yours.
See Vibe OrganizationHonest confidence
It tells you when it is unsure.
A confidence dot shows how sure the model is for each track. Vibes always applies its picks; the dot just tells you when it is less certain.
Track 001
Artist A
AfterhoursMysteriousIntrospectiveTrack 001
Artist A
AfterhoursMysteriousIntrospective
Track 002
Artist B
Cozy FloorPeaceful
HomeTrack 002
Artist B
Cozy FloorPeacefulHome
Track 003
Artist C
Rave
Aggressive
Festival
Build & ReleaseTrack 003
Artist C
RaveAggressiveFestivalBuild & ReleaseFeedback that sticks
Rejections teach it too.
When you reject a suggested vibe, Vibes records that rejection and stops proposing the same wrong tag for that track. Corrections are not lost between sessions; they steer the next training pass, so the model converges on your taste instead of repeating its misses.
Under your control
Retrain or reset whenever you want.
After a big tagging session, force a fresh retrain from Settings so suggestions catch up immediately instead of waiting for the next Auto-Tag run. And if you rebuild your whole vibe system, you can reset the auto-tag data entirely and let the model relearn from your new structure.
Frequently asked questions
The honest answers, including the trade-offs.
Methodology
How we keep this honest.
Verified against the app
Auto-Tagging is described from the shipping version of Vibes, not a roadmap.
We own our bias
Vibes is our product. We call out where a feature has limits or where another tool does something differently.
Live pricing
The Vibes price shown comes straight from our checkout, never a hardcoded marketing number.
Kept current
Last reviewed June 2026.
One-time purchase
Get Vibes with a single payment. No subscription.
First 250 licenses at this price, then $79.
14 days • Full access
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