Free AI music scoring tool

Keeper Score Calculator

Score whether an AI music output is worth keeping, editing, releasing, or regenerating before you sink more time into it.

What is Keeper Score?

Keeper Score is a quality scoring system for AI music. It helps creators decide if a generation has enough hook, structure, emotional clarity, editability, and use-case fit to keep moving forward.

Live tool

Score an AI music output

Use this quick scorecard after generating a song to decide whether to keep, edit, regenerate, or move toward release.

Score sliders

Formula: seven quality scores plus inverted generic risk. Lower generic risk improves the total.

Hook strength7/10

Is there a memorable phrase, motif, drop, or musical idea?

Replay value7/10

Would you willingly listen again or use it in a real project?

Generic risk4/10

How much does it sound like default AI music? Lower is better. This score is inverted in the total.

Vocal or instrumental quality7/10

Are the vocals, chops, or instrumental leads clean and usable?

Structure and ending7/10

Does it have a clear arc, useful sections, and a clean ending?

Emotional clarity8/10

Does the track match the feeling you wanted?

Editability7/10

Can it be cut, looped, or placed under content without fighting the edit?

Use-case fit8/10

Does it fit the actual job: video, podcast, song, stream, ad, or background bed?

Needs work

There is value here, but fix the prompt or regenerate once before polishing.

Free kit

Save your score and get the free prompt kit.

Get 25 prompts plus the workflow for improving low Keeper Score outputs.

Copy report

Keeper Score: 71/100
Verdict: Needs work

There is value here, but fix the prompt or regenerate once before polishing.

Scoring note: Generic risk is inverted, so a lower generic-risk score improves the total.

Scores:
- Hook strength: 7/10
- Replay value: 7/10
- Generic risk: 4/10
- Vocal or instrumental quality: 7/10
- Structure and ending: 7/10
- Emotional clarity: 8/10
- Editability: 7/10
- Use-case fit: 8/10

Next step:
Run the prompt through Prompt Doctor, then test one cleaner version.

Want the full prompt system?

Get 100 creator-ready prompts, a 150-tag bank, worksheets, and the anti-generic checklist inside the Starter Pack.

Get Starter Pack Get the free kit

Prompt templates and workflow tools only. No audio files generated.

Best workflow

Generate the song, score it honestly, and only polish the versions that are strong enough to keep. This prevents wasting time on outputs that are not emotionally or structurally there yet.

Next step

If your score is low, go back to Prompt Doctor. If your score is high, save the prompt and consider building a reusable prompt pack or artist sound profile.

Open Prompt Doctor See Starter Pack