Score Your AI Song: The 20-Point Quality-Control Worksheet
Gary WhittakerScore Your AI Song: The 20-Point Quality-Control Worksheet
Jack Righteous Creator Training Academy · Fully reviewed August 2, 2026 · Working time: 30–45 minutes · White-screen and print-friendly edition
Bring one AI-generated or AI-assisted song. Leave with a score, one revision priority and a clear decision: release, revise, hold or abandon.
This is not a popularity prediction. It is a practical quality-control process for deciding whether the song shows enough purpose, specificity, structure, identity and technical care to deserve its next stage.
Score Your AI Song
Evaluate one real song.
Do not generate another song yet. Choose one song you already made and test whether it is worth revising, holding or releasing.
Before You Begin: Open the Right Support
- Read The AI Slop Test when you need the full diagnosis behind the ten scores.
- Use Find Your Sound when the song lacks a stable sonic direction.
- Open the Human Contribution Checklist before scoring your development record.
- Use the Reference Track Comparison Brief for Test 8.
1. Choose One Song
Use a complete track or advanced draft that you genuinely intend to develop. Strong candidates include a possible release, a good generation with one or two weaknesses, or a song that received vague feedback such as “generic” or “sounds AI.”
Do not score several songs at once, a fragment you already dislike, or a song you refuse to revise.
I am reviewing __________________ because I need to decide whether to release, revise, hold or abandon it.
2. Prepare an Honest Listening Session
| Song title | ____________________________ |
|---|---|
| Version | ____________________________ |
| Tool and model | ____________________________ |
| Date created | ____________________________ |
| Duration / format | ____________________________ |
Pass 1 — Listener experience
Listen from beginning to end without stopping. Record the strongest moment, the first attention drop and the one thing remembered afterward.
First attention drop: __________
What I remembered: __________
Pass 2 — Creator diagnosis
Follow the lyrics or section map. Evaluate purpose, lyrics, hook, structure, vocal and transitions.
Pass 3 — Technical review
Use headphones and a second playback source. Check artifacts, pronunciation, clipping, low end, transitions and the ending.
3. Scoring Rules
The problem blocks release or undermines the song’s purpose.
There is value, but a noticeable weakness requires revision.
The category supports the song and is not the priority problem.
Every score requires one sentence of evidence. Do not use half-points.
Useful: “Hook: 1 because the title is clear, but the chorus takes six lines to reach it and the melody does not separate enough from the verse.”
4. The 20-Point Worksheet
Test 1: Clear Human Purpose
Question: Does this song have a specific reason to exist beyond filling a genre request?
No clear message, listener or reason.
A purpose exists but remains broad.
Specific emotional or narrative purpose.
Revision trigger: If this scores 0, rebuild the concept before polishing the mix.
JR pathway: This is the Flame question inside Core Squared.
Test 2: Lyrical Specificity
Question: Do the lyrics contain details, images or language that belong to this song?
Mainly clichés, abstraction and filler rhymes.
Some original lines, but key sections remain generic.
Specific images, actions and memorable wording.
Revision trigger: Rewrite the weakest important line, not every lyric at once.
Related guidance: Review human contribution and creative voice in AI music.
Test 3: Section Contrast and Energy
Question: Do the verse, pre-chorus, chorus, bridge and ending perform different jobs?
Sections feel interchangeable and energy stays flat.
Some contrast exists, but one section or transition fails.
Clear movement, earned chorus and intentional ending.
Revision trigger: Identify the one section or transition that most damages momentum.
JR pathway: This tests the Rock supporting the song.
Test 4: Intentional Vocal Performance
Question: Does the vocal interpretation serve the lyric consistently?
Garbled words, wrong emotion or unstable identity.
Mostly effective with targeted phrases needing replacement.
Clear, consistent and responsive to the lyric.
Revision trigger: Replace targeted sections before regenerating the whole song.
Test 5: Memorable Hook
Question: Can the central phrase or melodic idea be recalled after one listen?
No identifiable hook or memorable title.
The hook exists but needs tightening or separation.
Clear phrase, title reinforcement and distinct identity.
Revision trigger: Shorten, reposition or repeat the strongest phrase.
Next-level support: The guided song-development tools are organized through the Complete AI Music Creator System.
Test 6: Technical Quality
Question: Does anything sound broken, accidental or distracting?
Major artifact, clipping, broken vocal or unusable ending.
Generally listenable with repairable defects.
No release-blocking defect across playback systems.
Revision trigger: Repair release-blocking defects before mastering or loudness work.
Test 7: Recognizable Artist Identity
Question: Does this sound connected to your larger body of work?
Random style, tool defaults and no stable point of view.
Some consistent traits, but one major element conflicts.
Recognizable sonic, lyrical or emotional markers.
Revision trigger: Change the element that most makes the song feel like a generic tool output.
Related pathways: Find Your Sound and Find Your Niche Audience.
Test 8: Professional Reference Standard
Question: Has the song been compared against a relevant professional standard?
No reference; “sounds good” has no defined meaning.
A reference exists, but comparison is informal.
Structure, energy, duration, clarity and production were compared.
Revision trigger: Compare only the category being revised rather than copying the entire reference.
Test 9: Development Record
Question: Can you explain and document how this version was made?
Only the final audio exists.
Some records exist, but history or rights evidence is incomplete.
Concept, drafts, prompts, generations, edits and permissions are organized.
Revision trigger: Save missing records before platform details or terms change.
Test 10: Release Purpose
Question: Is there a strong reason to release this song now?
Release is driven only by output volume.
A possible role exists, but timing or support is unclear.
Clear catalog role, audience and follow-up plan.
Revision trigger: If the only answer is “because it is finished,” hold the song.
JR pathway: This tests the Cycle and House around the work.
5. Total the Score
| Category | Score | Evidence? |
|---|---|---|
| Human purpose | __/2 | Yes / No |
| Lyrical specificity | __/2 | Yes / No |
| Section contrast | __/2 | Yes / No |
| Vocal intention | __/2 | Yes / No |
| Hook strength | __/2 | Yes / No |
| Technical quality | __/2 | Yes / No |
| Artist identity | __/2 | Yes / No |
| Reference standard | __/2 | Yes / No |
| Development record | __/2 | Yes / No |
| Release purpose | __/2 | Yes / No |
| Total | __/20 |
Save it: Use your browser’s Print command and choose “Save as PDF.” The page is designed with a white background for both screen reading and printing.
0–7: Stop and redevelop
Return to purpose, lyrics or structure. Do not spend money on mastering or promotion yet.
8–13: Revision draft
Choose the lowest category, complete one focused revision cycle and score again.
14–17: Strong candidate
Repair the weakest category, complete technical and rights checks, then compare versions.
18–20: Final review stage
Move to rights, metadata, artwork, distribution and release checks. Confirm that emotional attachment did not inflate the score.
6. Find the Real Revision Priority
- Foundational: Purpose, lyrics and structure come before polish.
- Release-blocking: Broken vocals, rights uncertainty and severe artifacts must be addressed.
- High leverage: Prefer a fix that improves several categories at once.
The most important problem is __________ because it weakens __________. My next revision will __________.
Strong example: “The chorus does not separate enough from the verse, so I will shorten the hook to four lines, raise the vocal intensity and remove the drums from the final two bars of the pre-chorus.”
7. Build Two Targeted Alternatives
Alternative A: Preserve the strongest elements and repair only the diagnosed weakness.
Alternative B: Test a more meaningful change such as a new chorus rhythm, rewritten hook or stronger arrangement shift.
| Record | A | B |
|---|---|---|
| Change made | ||
| Reason | ||
| Tool or method | ||
| Result | ||
| New score |
8. Compare the Versions
| Question | Original | A | B |
|---|---|---|---|
| Does it solve the diagnosed problem? | |||
| Is the hook clearer? | |||
| Is the emotion stronger? | |||
| Did a new problem appear? | |||
| Which version fits the artist identity? |
Do not automatically choose the newest version. A revision can fix one problem while weakening pronunciation, authenticity, pacing or emotional impact.
9. Make the Four-Way Decision
Release
Strong score, no blocking defect and a clear release purpose.
Revise
The song has value and another focused change is justified.
Hold
The song may fit later, needs distance or is not the strongest current release.
Abandon
The concept is weak, duplicates stronger work or requires rebuilding nearly everything.
10. Save the Quality-Control Record
Song: ____________________ Version: ______ Date: ______
Purpose: ______________________________________________
Intended listener: _____________________________________
Strongest element: _____________________________________
Weakest element: ______________________________________
Total score: ____ /20
Primary problem: ______________________________________
Revision action: _______________________________________
Final decision: Release / Revise / Hold / Abandon
Next review date: ______________________________________
Completed Example: “Still at the Station”
A fictional beginner song follows someone who keeps returning to the station where a goodbye happened. Its initial total is 12/20: the concept is strong, but the chorus uses generic “broken heart” language and carries the same energy as the verse.
The creator uses the station clock as the central image, shortens the hook and reduces instrumentation before the chorus. The new score is 16/20 because lyrics, hook, contrast and identity improve together.
Common Scoring Mistakes
- Scoring production quality instead of song quality.
- Giving every category a 2 to protect the song.
- Scoring based on effort or credits spent.
- Comparing only against other generated drafts.
- Letting one repairable artifact erase a strong concept.
- Revising every category at once.
- Asking only, “Is this good?”
Optional Second-Listener Check
- What do you think the song is about?
- What exact phrase do you remember?
- Where did your attention drop?
- Did anything sound broken or unnatural?
- Would you listen again, and why?
How This Fits Core Squared
Flame: Does the song have a human reason to exist?
Rock: Do lyrics, hook and structure support the purpose?
Cycle: Can you revise without endlessly generating or flooding the market?
House: Does the song have a clear place in the catalog and audience journey?
Operator: Did you make, explain and preserve the decisions?
Use These JR Resources With Your Score
Understand the diagnosis
The AI Slop Test explains why each category matters.
Strengthen the sound
Find Your Sound Member Hub organizes the controlled creation path.
Compare professionally
Use a Known Song as an AI Music Reference without copying protected expression.
Document your role
Use the Human Contribution Checklist as the starter record.
Continue through training
Ask for support
Continue to BUILD
The next Complete Access stage turns the score into a guided revision process with structured intake, lyric and hook review, reference comparison, ranked priorities, version comparison and a fuller Creator Record.
Open the BUILD Revision LabOpen the Training LibraryUse ASK JACKFrequently Asked Questions
Can I score an unfinished song?
Yes. Label it a development score. Technical and release-purpose categories may remain incomplete.
Can I score an instrumental?
Yes. Adapt lyrics and vocal categories to melodic specificity, lead-instrument identity and performance expression.
Can I use this for non-AI music?
Yes. The principles work for human, AI-assisted and generated workflows.
What happens when two categories tie for lowest?
Choose the one that is foundational, release-blocking or most likely to improve several other categories.
Does an 18 guarantee the song is good?
No. It shows that the song passed this internal review. Audience response, rights and commercial success remain separate.
Should every song reach 20?
No. Chasing perfection can remove character or create endless revision.
How often should I rescore?
After a meaningful revision, not after every minor setting change.
Can mastering improve the score?
It may improve technical quality, but it cannot solve weak purpose, lyrics, hook or identity.
You Found the Weakest Point. Now Build the Better Version.
The score is not the finish line. It is the decision point. Preserve what works, revise the highest-leverage weakness and keep the development record.
Continue to the BUILD Revision LabEducational quality-control guidance only. This worksheet does not guarantee copyright protection, platform acceptance, chart eligibility or commercial success.
