AI-Assisted Music Creation: How It’s Reshaping Ownership and Copyright Strategy

Why it matters now:

AI-assisted music creation is moving from experiment to everyday reality — and naturally, it’s raising real conversations about ownership, originality, and ethics. Questions about copyright, authorship, and fair use are playing out in courtrooms and creative communities alike.

These debates matter — but they don’t stop the forward motion. AI, like any other tool, depends on the human hand that wields it. It can be used brilliantly or lazily. Preset jockeys are nothing new; every wave of transformative technology — from synthesizers to DAWs — has separated those who innovate from those who merely press play. AI will be no different.

Creators who treat AI as raw material, not a shortcut, will keep authorship firmly in their hands. And those who stay thoughtful about how they use these new tools will not only protect their rights, but push their music to new places that were unimaginable a few years ago.

In this article, we’ll look practically at how AI is reshaping the creative process, what it means for ownership today, and how smart strategy — not fear — can help future-proof your work.

Let’s break it down and chart a smarter path forward.

The New Collaboration: You + AI

Today’s creators are working with co-writers, bandmates, engineers, and also collaborating with machine learning models. AI can:

  • Suggest chord progressions and melodies
  • Generate full backing tracks
  • Create stems, beats, or soundscapes based on a vibe prompt
  • Even assist with lyrics, toplines, and vocal effects

But there’s this catch:
Copyright law wasn’t designed for machines. It assumes a human author. And that’s where things get tricky: if part of your track was materially generated by an AI, your rights — and protections — could look different than if you made it all yourself.

What Happens to Ownership When AI Gets Involved?

Generally speaking (and always evolving), here’s the current landscape:

ScenarioLikely Ownership Situation
You use AI as a tool (e.g., chord suggester, beat builder, effects) but compose final work yourselfYou own it, just like any other instrument or DAW plugin
You heavily rely on AI outputs (e.g., entire melody generated and used without changes)Ownership may be challenged or legally uncertain
You incorporate AI-generated material trained on copyrighted works without permissionHigh risk for infringement claims

👉 Key takeaway:
The more creative control you exercise, the stronger your claim to ownership.

Practical Strategies for Creators Using AI

You don’t need to fear AI — you just need to be smart about how you use it. Here’s how:

1. Keep a “Human Touch” on Every Track

  • Edit, transform, and creatively manipulate any AI-generated elements.
  • Treat AI outputs like raw material, not finished products.
  • Maintain a clear record of your human contributions (e.g., project notes, session files).

Why? Copyright is going to continue to favor human-driven creativity within this new AI-driven world.

2. Choose Your AI Tools Wisely

  • Prefer platforms that explicitly guarantee you can own and commercially use the outputs.
  • Be cautious with “black box” models that might be scraping copyrighted music without authorization.

Tip: Reputable tools usually have clear Terms of Service addressing rights.

3. Document Your Process

  • Save versions of your sessions showing how you modified or built upon AI suggestions.
  • Keep receipts or logs of the tools and services you used, in case ownership questions arise later.

It sounds tedious, but in a world where AI can become part of your “band,” you want to be able to show you’re still the lead artist.

4. Think Ahead About Licensing and Collabs

  • If you’re creating for clients, agencies, or sync libraries, they may start asking about AI use.
  • Be ready to explain (and contractually affirm) that your music is clear for commercial exploitation.

Looking Forward: Smart Creators Will Lead the AI Revolution

The future belongs to creators who can blend the best of human artistry with AI’s expanding capabilities — without getting tangled in ownership disputes.

By keeping creative control, choosing smart tools, and documenting your process, you’ll not only protect your rights — you’ll be better positioned to leverage AI as a true creative amplifier.

Final thought:
Treat AI like any new instrument or studio technology: master it, don’t outsource your soul to it.

If the music or the situation warrants extra care, consider this other SoundComet article about preventative musicology — essentially forensic screening for originality and mitigating the risk that your work might infringe on a prior work.

And if you want to go deeper into the evolving intersection of music, copyright, and AI, you’ll find expert insights and forensic analysis at Musicologize.com.

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Preemptive musicological analysis: an ounce of prevention.

Better than a pound of cure afterward, forensic musicological analysis prior to campaign launch offers a strong value proposition for advertisers and creative agencies by addressing copyright liabilities and reducing the risk of infringement accusations. “Musicologizing” insures against catastrophic future events and when we consider the scale of the catastrophe, when the risks are understood, and the musicological step is streamlined and easy, the value proposition is plain.

The basics are widely understood. Forensic analysis can identify similarities between original advertising music and pre-existing works, helping agencies ensure the music doesn’t inadvertently infringe on existing copyrights. By catching the potential issues early, agencies avoid costly legal battles or the need to pull campaigns after launch. But when you look at it from different angles, it becomes essential and obvious. So, here is a breakdown and some different viewpoints:

  1. Creative Integrity and Reputation Protection
    • Avoidance of Copycat Claims: A thorough analysis helps protect agencies and brands from accusations of copying, safeguarding their reputation.
    • Originality Assurance: Verifying the originality of the music reassures clients and creatives that their work stands apart in a crowded market.
  2. Legal and Financial Savings
    • Litigation Avoidance: Identifying risks before launch saves time, legal fees, and potential settlements or damages.
    • Clear Documentation: A forensic report provides a defensible position if a dispute arises, demonstrating due diligence in avoiding copyright infringement.
  3. Confidence in Campaign Execution
    • Client Assurance: Advertisers gain confidence knowing their campaign music has been vetted for potential legal risks, strengthening trust in the agency.
    • Seamless Production: Avoiding copyright pitfalls prevents delays or disruptions to the campaign timeline.
  4. Strategic Insights for Creative Direction
    • Guidance for Modifications: A forensic musicologist can suggest changes to the music that maintain creative intent while mitigating risk.
    • Understanding Industry Norms: Their expertise ensures the music aligns with legal and creative standards in advertising.
  5. Competitive Advantage
    • Agencies that proactively hire forensic musicologists demonstrate a commitment to quality, originality, and legal compliance, distinguishing themselves from competitors.

Preemptive or preventative analysis by your musicologist not only protects against legal risks but also strengthens client relationships by showing diligence, professionalism, and respect for intellectual property.

And if you’ve ever seen a filed lawsuit, you know the list of plaintiffs is usually very short, and the list of defendants is usually very long. You might as well sue everyone. Preventative musicology is an obviously win-win for advertisers and creative agencies, and it extends to countless other players in the published music arena, for example:


1. Film and Television Production Companies

  • Why They Benefit:
    Film and TV projects often use original scores or licensed music. Preemptive analysis ensures that compositions or soundtracks don’t inadvertently infringe on existing works, avoiding costly post-release legal battles or reshoots.
  • Use Case:
    Reviewing a film score or theme song for potential copyright risks before production or release.

2. Video Game Developers and Publishers

  • Why They Benefit:
    Original music is a key part of the gaming experience, and soundtracks often become integral to branding. Ensuring these compositions are free of copyright conflicts protects the game and its creators from lawsuits.
  • Use Case:
    Pre-launch evaluation of game soundtracks or sound design for originality and legal compliance.

3. Music Licensing and Publishing Companies

  • Why They Benefit:
    These companies frequently deal with sync licensing for commercials, films, and shows. A forensic musicologist can verify whether new compositions are sufficiently distinct to avoid conflicts, protecting their catalog and client relationships.
  • Use Case:
    Analyzing newly signed works before adding them to a catalog to mitigate liabilities.

4. Brands and Corporations

  • Why They Benefit:
    Brands using original music for product launches, events, or internal marketing want to avoid legal risks that could tarnish their reputation.
  • Use Case:
    Evaluating custom brand jingles, event soundtracks, or promotional content for originality.

5. Music Producers and Recording Artists

  • Why They Benefit:
    Artists creating tracks for sync or independent projects need assurance that their work doesn’t unintentionally copy existing music, especially in highly competitive or derivative genres.
  • Use Case:
    Checking whether a new track inadvertently shares too much similarity with a popular song before release.

6. Digital Content Creators and Influencers

  • Why They Benefit:
    Content creators producing videos, podcasts, or livestreams often rely on original or commissioned music. Ensuring that this music is unique protects their content and brand from copyright strikes or takedowns.
  • Use Case:
    Pre-upload checks for podcast theme music or YouTube video soundtracks to avoid platform penalties.

7. Legal and Intellectual Property Law Firms

  • Why They Benefit:
    Law firms advising clients on intellectual property matters can use forensic musicologists to strengthen cases, whether to preemptively avoid risk or provide expert analysis in disputes.
  • Use Case:
    Engaging a forensic musicologist to audit works before licensing negotiations or to prevent lawsuits.

8. Event Planners and Live Entertainment Producers

  • Why They Benefit:
    Events often feature custom music for ceremonies, live performances, or branded experiences. Verifying the originality of compositions used in such events protects against public backlash or legal issues.
  • Use Case:
    Reviewing theme music or soundscapes for large-scale public events or corporate showcases.

9. Streaming Platforms and Distribution Services

  • Why They Benefit:
    Platforms that host original music, videos, or podcasts may face liability for content created by their users or partners. Preemptive checks on commissioned works ensure compliance and reduce risk.
  • Use Case:
    Vetting content before distribution to avoid takedown notices or DMCA complaints.

10. Educational Institutions and E-Learning Providers

  • Why They Benefit:
    Schools, universities, and e-learning platforms producing their own multimedia content want to avoid legal issues related to unintentional music copyright infringement.
  • Use Case:
    Reviewing original compositions or scores for educational videos or online courses.

11. Advertising and Marketing Technology Companies

  • Why They Benefit:
    Companies providing tools for generating or distributing music-based ads benefit from ensuring their AI or user-generated content tools don’t result in infringing works.
  • Use Case:
    Pre-launch checks of AI-generated or algorithmically composed music.

12. Nonprofits and Advocacy Organizations

  • Why They Benefit:
    Nonprofits creating campaign videos, PSAs, or event music often work with limited budgets, making it critical to avoid potential legal fees from copyright disputes.
  • Use Case:
    Reviewing music commissioned for high-visibility campaigns.

These stakeholders, across various industries, have a vested interest in avoiding copyright infringement and ensuring the originality of their musical content. By engaging forensic musicologists, they can protect their investments, reputations, and creative endeavors.

Not only should it be painless, it should seem obvious forever afterward.

One example, Musicologize, provides this sort of preventative analysis; turnaround time is rarely greater than 48 hours in parallel with finalizing your campaign. When you engage a skilled musicologist, expect them to work directly with your composer and audio team. Don’t imagine throwing sheet music back and forth over a fence, and angry or defensive creatives. The advice, where necessary, should create a straight path to a better standing, as musically specific and tactical as necessary. They should be as concerned about your timelines as they are with your potential liability. In the rearview, the engagement should look like a no-brainer and become a part of your process. If it’s not a friendly and smooth process, find a better musicologist.

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What is Musicology?

Musicology, musicologists, ethnomusicologists, and forensic musicologists are slightly different things, and they are often confused. So we will clear this up.

Musicology is the study of music in all its forms, from classical to contemporary. It encompasses the history, theory, and cultural significance of music, as well as its place in society.

One of the key aspects of musicology is the study of the historical development of music. This includes tracing the evolution of different musical styles and genres, as well as the cultural and social context in which they emerged. For example, the rise of opera in the Baroque period can be understood in the context of the artistic and intellectual movements of the time, as well as the political and economic realities of the era.

Another important aspect of musicology is the study of musical theory and composition. This includes understanding the technical elements of music, such as harmony, melody, and rhythm, as well as the way in which these elements are used to create meaning and expression in music. This can include analyzing the structure and form of a piece of music, as well as the use of specific compositional techniques.

In addition to these more traditional areas of study, musicology also encompasses the study of the cultural and social significance of music. This can include exploring the role of music in different cultures and societies, as well as its relationship to other forms of art and expression. For example, the use of music in religious rituals and ceremonies can reveal important insights into the beliefs and values of a particular culture.

Finally, it is also important to understand the impact of technology and industry on music. The way music is produced, distributed, and consumed has changed dramatically in recent years, and musicologists must be able to navigate these new developments in order to understand the current state of the music industry fully.

Overall, musicology is a rich and diverse field that offers a variety of opportunities for study and research. Whether you are interested in the historical development of music, the technical aspects of composition, or the cultural and social significance of music, there is a place for you in the field of musicology.

Musicology is a scholarly field. Some of the most highly regarded programs are at University of Oregon, UCLA, University of Rochester, Northwestern, Penn, Cornell, Boston University, Brown

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When you’re afraid you might be infringing…

What can you do if you’re concerned your song sounds too much like an existing song?

If you’re creating original music, it’s obviously important to ensure that you’re not infringing on the copyright of another song. And there are innumerable circumstances when you might want some assurance.

For the songwriter, there are some basic steps you can take to try to ensure your song is original:

  1. You can conduct your own search: Use online search engines to search for the title and lyrics of your song. This will help you identify any existing songs that have similar titles or lyrics.
  2. Try music recognition software: Use music recognition software such as Shazam to identify any existing songs that sound similar to yours.
  3. Check the copyright office: Search the copyright office’s database to see if there are any existing songs that have similar titles or lyrics.
  4. Get a musicologist’s opinion: Musicologists are asked to offer “clearance” opinions all the time. A site like Musicologize.com offers “preventative musicology” which is just that sort of service. A musicologist will analyze your work, along with the work you’re concerned about, and provide a professional opinion about the originality of your work and whether it includes “protectable expression” from other works, including specifically the one you’re concerned about.

Remember, creating original music is important, not just for legal reasons, but also for artistic integrity.

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How to find a musicologist

There are several ways to find a musicologist:

  1. Online directories: Websites such as LinkedIn, Google Scholar, and ResearchGate have directories of musicologists and their contact information.
  2. Professional organizations: Join or search the website of a professional organization such as the American Musicological Society (AMS) or the Society for Music Theory (SMT) to find musicologists.
  3. University departments: Many universities have musicology departments that you can contact to find musicologists.
  4. Networking: Attend conferences, workshops, and concerts to meet musicologists and build your network.
  5. Recommendations: Ask colleagues, friends, or family members for recommendations of musicologists they may know.

It’s important to distinguish the different sorts of musicologists that are out there. Usually when someone is looking for a musicologist, they mean either an ethnomusicologist or a forensic musicologist. Here’s the difference:

Musicology in general is a scholarly pursuit that looks at music as an academic discipline, including its history, theory, composition, and performance. Musicologists may focus on a particular musical style, genre, or historical period, and may use a variety of methodologies to analyze musical works and the cultural, social, and historical context in which they were created. Most musicologists are ethnomusicologists who study music in a cultural context — the music of different societies, ethnic groups, and communities, as well as the relationship between music and cultural practices, beliefs, and values, analyzing musical traditions and the cultural role and impact of music.

A forensic musicologist is a musicologist who concentrates on matters of copyright infringement. Forensic musicology, according to Musicologize.com, is the application of musical expertise most often involving the analysis of melody, harmony, rhythm, form, and orchestration, to illuminate the relevant truths in matters of civil law. (Musicologize is a forensic musicology services provider in the San Francisco Bay Area.) Forensic musicologists are the sort of music experts who assist in cases of plagiarism like Taylor Swift’s Shake It Off or Ed Sheeran’s Thinking Out Loud. In both of those cases, Swift and Sheeran were sued for copyright infringement. The Sheeran case is ongoing. Forensic musicologists help clients determine if copying has taken place and if that copying is substantial enough to amount to an infringement.

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Are musicologists impartial?

Forensic musicologists’ impartiality depends upon the role and the circumstances. For example, preemptive musicological analysis is intended to prevent infringement, or even the perception of plagiarism. And in this case, the musicologist can identify and help mitigate risk. The forensic musicologist is serving the best interests of the client.

Advertisers hire forensic musicologists to ensure that the music that goes into an advertising production will not be an infringement on the copyright of another existing work. Musicologists use specialized software and techniques to analyze the composition and the audio and determine if it is an original composition or if it contains any elements that are substantially similar to those found in other works. This helps advertisers avoid any potential legal issues and ensures that they are using music in a legally compliant manner. Forensic musicologists can also recommend compositional changes that would mitigate the similarity and the likelihood of even mistaken claims of substantial similarity and copying. To the extent that the forensic musicologist is actively trying to help reduce the client’s risk, the musicologist is acting in the best interests of the client. So yes, the interests of the client are paramount in preemptive musicology.

This differs somewhat from litigation consulting. When asked to comment on the originality and susceptibility to a claim where the client is a potential plaintiff or litigant, forensic musicologists aim to be neutral and impartial when conducting their analysis. Their role is to provide objective and evidence-based conclusions about the use of music in a particular case, without any bias or personal opinions influencing their findings. They use specialized software and techniques to examine audio content and compare it to known copyrighted works to determine if any rights have been violated. The goal is to provide accurate and unbiased information that can be used by clients to make informed decisions amidst any legal issues.

Forensic musicologists often provide services to prevent infringement, especially helpful in advertising and broadcast music (music for television or streaming). Musicologists analyze audio content to identify any copyrighted music or elements that may be present. They use specialized software and techniques to examine the audio and compare it to known copyrighted works to determine if any rights have been violated. If any infringement is found, they might assist in securing the necessary licenses or more often, removing the infringing content, sometimes just by making compositional suggestions. Musicologize’s Brian McBrearty says, “I absolutely change the notes! It happens all the time to be honest. Sometimes certain notes are asking for trouble, so we change them. I work directly with the composer and help rewrite the music. I’ve been asked, “Isn’t that like helping your client to infringe?” But that doesn’t make any sense. Why would my client want to infringe? The question itself indicates a misunderstanding both morally and legally. If the notes are perceptively similar to something else, and you write different ones instead, that’s helping the client to NOT infringe! There’s no other reasonable way to look at it.”

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Thinking Out Loud vs Let’s Get It On

Ed Sheeran’s Thinking Out Loud might borrow too heavily from Marvin Gaye’s Let’s Get It On. There’s a lawsuit that says so. And it’s shaping up to be monumental in Copyright Law, especially concerning Music, Plagiarism, infringement, and originality.

Ed Sheeran is a British singer-songwriter and musician who has gained international fame and success with his pop and folk-influenced music. He was born in 1991 in Halifax, West Yorkshire, England, and began playing guitar and writing songs at a young age. He rose to prominence in the early 2010s and has won numerous awards, including four Grammy Awards, six Brit Awards, and an Ivor Novello Award.

Ed Townsend was an American songwriter, producer and singer, best known for co-writing the song “Let’s Get It On” with Marvin Gaye. He was born on April 16, 1929 in New York City, and began his career as a songwriter and producer in the 1960s. He wrote and produced many hit songs for various artists, including “Let’s Get It On,” which was a huge commercial success for Marvin Gaye in 1973. He also wrote and produced songs for other artists such as Gladys Knight & the Pips, Thelma Houston and Minnie Riperton. He passed away on August 13, 2003.

“Thinking Out Loud” is a song by British singer-songwriter Ed Sheeran that was released in 2014 as the third single from his second studio album “x.” The song was a commercial success, reaching the top of the charts in several countries, and won the Grammy Award for Song of the Year in 2016. The song has been widely praised for its emotive lyrics and Sheeran’s heartfelt delivery.

In 2016, the family of Ed Townsend, co-writer of Marvin Gaye’s 1973 hit “Let’s Get It On,” filed a lawsuit against Sheeran, alleging that “Thinking Out Loud” copied the melody, harmony, and rhythm of “Let’s Get It On.” They sought $100 million in damages.

The case was heard in court and the judge ruled in favor of Sheeran, stating that while both songs share similar harmonic progressions and melodic phrases, the similarities are not original to “Let’s Get It On” and can be found in many other songs. The judge also stated that the lyrics and overall feel of the songs are vastly different, and that the chord progressions in question are common in popular music.

The outcome of the lawsuit highlights the complex nature of copyright infringement cases in the music industry. While it is true that some elements of “Thinking Out Loud” are similar to “Let’s Get It On,” the judge ultimately determined that those similarities were not sufficient to prove copyright infringement. It’s important to note that copyright laws protect original expression, not ideas or common elements found in many songs.

In conclusion, while it is possible that Ed Sheeran and his team were influenced by “Let’s Get It On” while creating “Thinking Out Loud,” the court ultimately found that the similarities between the two songs were not enough to prove copyright infringement. The case serves as an important reminder of the complex nature of copyright law in the music industry and the need to carefully consider the distinction between inspiration and infringement.

The case, or one just like it, was filed again and will likely to to trial in the spring of 2023. Musicologist, Brian McBrearty, knows about as much about this case as anyone, and his full exploration of the facts, arguments, and what can reasonably expected to happen in court are published on Musicologize.com.

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What does a forensic musicologist do?

And what makes someone well-suited to do it?

Most people hear about forensic musicologists when they’re reading a news story about a famous musician being sued for stealing another musician’s song. Fairly reliably, the plaintiff’s musicologist testifies they stole it; the defendant’s says they didn’t.

A musician, music supervisor, or advertising producer, however, is more likely to hear about forensic musicologists when the concern emerges that a musical composition might infringe upon another. Someone involved says, “We should get a musicologist on this and see if we have a problem.” And then someone else says, “How do we find a musicologist? And what will they do?”

I don’t think Musicologize has ever really explained all of that. So let’s explain it now.

  • What is a forensic musicologist?
  • What does a forensic musicologist do?
  • And what skills and knowledge does a forensic musicologist need to possess? What makes someone well-suited to being one?

What is a forensic musicologist?

Forensic musicologists are specialists who apply musical expertise, most often involving the analysis of melody, harmony, rhythm, form, and orchestration, to illuminate the relevant truths in matters of civil law.

That’s sorta the “book answer.” I wrote it. Google likes it. That settles it.

What do forensic musicologists do?

Forensic musicologists examine the question, “Given two works, “Song A” and a more recent “Song B,” is there similarity that is likely to have resulted from copying and not merely by coincidence or “independent creation?” And are the elements shared by these works sufficient, and unique or original to Song A, such that this appropriation is unlawful?

And we will get to the skills and knowledge part after we more fully examine what a forensic musicologist actually does.

That was the short version. Here’s the long one:

Forensic musicology analyzes music to answer questions relevant to copyright infringement. What then are the relevant types of questions? Here at Musicologize, music copyright infringement is always described as being a bit of a three-legged stool. The three legs of copyright infringement are:

  • Access — “Did the author of the later-created work (Song B) have access to the earlier one (Song A) prior to creating Song B such that they might’ve copied Song B?
  • Similarity –“Is Song B similar enough to Song A to be considered a copy, and is it also significant, substantial, or ‘enough’ to matter?”
  • Originality — “Does the author of Song A really have a clean title to the aspects Song B perhaps copies? Are the similar elements novel or are they common? Can we find them in prior art? Might the author of Song B have gotten that idea from anywhere?”

Why are those the most important questions a musicologist examines?

The importance of access in copyright infringement.

Infringement requires copying, and copying requires access. Absorb that. To infringe, you must copy Song A, and to copy Song A, you need to have first heard Song A. Sounding the same in the absence of copying and access would be a coincidence. And coincidence is not an infringement. Moreover, as Musicologize has discussed, “access” increasingly looks like the most important of the three legs on the stool. It’s observably the first battle you fight if you’re the defendant.

Access would be easy to establish if defendants simply admitted they had heard the plaintiff’s song. But that never happens. The court, therefore, is forced to consider whether access can be inferred and there are only a few roads:

  • Is there a story about how the song made its way directly to the infringer? Let’s call it the “I gave their manager my demo” story.
  • Is there a story about how the infringer had sufficient opportunity to have heard it because it’s well-known and widely available? Does it have 300,000 views on youtube?
  • Does the music itself tell us access happened? A forensic musicologist’s report can infer access when the similarities are so striking that access can be assumed. This brings us to…

The importance of similarity in copyright infringement.

Similarity is the still the centerpiece of infringement, or non-infringement.

Ostensibly there’s a process that begins with access, then moves to extrinsic similarity (expert analysis) and then to intrinsic similarity (layperson impression), but I’d argue this linear happy path is fantasy. In practice it is all very intertwined — infringement requires copying which requires access which usually requires substantial similarity which is greatly a matter of originality. It’s no exaggeration to say forensic musicology answers all the relevant questions nearly all the time.

Start with Access, which as we’ve said most often must be inferred and therefore a function of substantial similarity such that a musicologist will assert, “there’s no other way these two works could be so similiar!” Substantial similarity meanwhile is distinguishable from insubstantial similarity mostly by virtue of dissectible protected and unprotected elements of ideas and expressions in the music. This is the purview of expert musicologists who are able to factor in (some would say “filter out”) the originality and protectability of the musical elements when evaluating the quantity and quality of the similarity between two works.

The importance of originality in copyright infringement.

Originality informs both the forensics regarding musical similarity and the legal protectability by copyright. A plaintiff must first have a registered copyright to initiate a litigation, and that copyright protects only the original elements in the work. Unoriginal elements might be “building blocks,” the basic elements and conventions in music, available to all authors; scales, chords, sequences, cadences, forms, and so forth. And unoriginal elements obviously include that which can be observed in prior art, things therefore created by another author before the plaintiff. The plaintiff has no claim over such elements. Forensically, the defendant author of Song B cannot be assumed to have copied an unoriginal or commonplace element from Song A or likely from anywhere. And indeed, that which is commonplace is not “probative of copying,” but instead supports a thesis of independent creation.

The importance of and the problem with, Arnstein.

Arnstein is precedent in copyright law.

For all the complexities inherent in being hired either by the plaintiff or the defendant, the goal of the forensic musicologist should be truth, and serving justice. Our three-legged stool model best explains the forensic musicologist’s train of thought because access, similarity, and originality are the matters the musicologist can illuminate. The courts however think of copyright infringement as two-pronged; step one and step two, in that order, horse and cart. This approach has problems worth our exploration.

First, the two prongs. Ever since Arnstein, the two prongs have been “copying” and “unlawful appropriation.” And who’s Arnstein? You’ve heard of Cole Porter, right? In the first half of the 1900s, he wrote some of the greatest songs of all time. But unless you’re an intellectual property attorney or a forensic musicologist you have not heard of Ira Arnstein. Arnstein sued Porter back in the day (he sued a lot of people) and Arnstein v. Porter, established the precedent that those two prongs are the two relevant questions to be answered in a copyright infringement case: First, was it copied? And if so, second, does the copying amount to improper or unlawful appropriation? They’re meant to be sequential. Question A is followed by question B. In other words, “Arnstein” wants to know, first, if Songwriter B committed the act, consciously or unconsciously, of copying from Songwriter A. When the answer is yes, we move on to ask if the elements that Songwriter B copied are “enough,” and if they belonged to Songwriter A such that Songwriter A has a claim.

The intended clarity of sequentiality in Arnstein’s two-pronged approach is problematic with regard to musicology because similarity is as integral to the first as to the second of Arnstein’s prongs which, musicologically, are not clear and sequential, but circular and redundant and murky. To boot, the latter prong is the province of the layperson jury, and explicitly not the expert.

The idea that courts ascertain first if copying occurred is fine if the defendant confesses or if you can track the provenance of the proverbial “mp3 demo file the plaintiff gave to someone in the pop star’s entourage.” Those occurrences are rare. Most of the time the courts require inference of access from a combination of a: wide dissemination of Song A (a lot of views on youtube) and b: musical similarity so striking as to preclude coincidence, or “probative of copying.” The latter of which is dependent obviously on everything the second prong should involve. Substantiality of similarity is quantitative and qualitative. It requires originality.

The idea that we might satisfy the copying requirement and then separately whether the copied material constitutes “unlawful appropriation” is fraught in nearly all practical applications of forensic musicologist analysis because a musicology-reliant test A would not be satisfied without the similarities being substantial enough to pass test B. To finally put it succinctly, “probative of copying” includes substantiality which requires originality.”

What does a forensic musicologist actually do?

As we said originally in the short version, musicologists seek to answer these questions:

Given two works, “Song A” and a more recent “Song B,” is there similarity that is likely to have resulted from copying and not merely by coincidence or “independent creation?” And are the shared elements sufficient, and unique or original to Song A, such that the appropriation is unlawful?

“We look at the notes!” That’s certainly the cliche. I say it, and I’ve heard other musicologists say it. The truth is that the process is very involved, and can go in as many directions as any investigation might, but let’s at least cover the basics.

First, the law requires that our methodologies be generally accepted. We can’t employ astrology to figure out if you copied that Taylor Swift song.

Critical listening and transcription.

We listen. We identify the parts of the works that are relevant to our basic questions and we “zoom in” on those parts, figuratively and literally. We transcribe the parts which is to say we write out the music, place notes on staves, and create other graphical visual representations, of which there are several. It would be descriptive if figurative to say we write the music on vellum paper, hold the vellum up to the light, and see if the notes line up. What we actually do is pretty similar. We put the transcriptions on different staves, lined up, time-corrected, and spaced (we use notation software that does the lining up stuff for us) so we can see (and also demonstrate) similar events more clearly. And at this point, quantitatively, we could make observations such as the percentages of notes with “pitch” in common, occurring at like or similar time values, and held for like or similar durations. We might even ask the most obvious question, “How many notes are common to two works?” But while this could be initially impressive, especially to non-experts (judges and juries included), the individual notes aren’t really “music.” In fact, weak arguments that take the form, “29 percent of notes in these 16 measures are the same, either in pitch or rhythmic placement” and argue the probability mathematics, or conversely tout the familiar idea that “there are only 12 notes” are among the coarsest type of analysis.

Musicologists are actually looking for melodies, sequences or strings of notes in the context with their harmonic accompaniment, melodic arcs, instrumental or orchestrational features, the similarity of form, lyrics if there are any, conventions, and unconventionality, and anything we can bring to bear in the service of getting closer to truth.

Everything to this point has identified the quantitative “gross similarities.” We want to eventually get ourselves to an assessment of “net similarities.” Net of what, you ask. Net of what’s musicologically insignificant; things that aren’t original to our “Song A” either by virtue of appearing in prior art, or because they’re excluded from protection by copyright law, elements such as scales.

With gross similarity laid out, the musicologist can analyze more qualitatively. Beyond the sheer “amount of similarity” we might discern, “are these likely or unlikely similarities?” Because, of course, the more unlikely they are, the more they substantiate the unlikeliness of coincidence: the more “probative of copying” the similarities are. This is certainly the stuff of musical expertise itself. Arriving at meaningful values for likeliness or unlikeliness is complex. Lots of data needs to be considered and knowledge brought to bear to arrive at such a judgment and we can’t summarize music theory and history here.

But here’s an example: In my musicological analysis, I might identify “notes that are of like or similar pitch.” I know, it sounds like I’m making stuff up already. “How can pitches be different but similar,” you might ask. Well, they can. Similarity even between two pitches is non-binary. It’s more useful to think of the similarity between two pitches as being on a scale or gradient from most to least similar and there might even be a z-axis that depicts the nature of the similarity. Two things are important here. First, although two musicologists might argue over that scale or gradient, such arguments are vital because they serve justice. And second, despite all this complexity I keep espousing, I could show you, for example, such non-binary similarity, if I have you in the room and you brought your ears with you. Musicologists know and can demonstrate these factors, taking what’s esoteric and making it understandable.

Beyond looking at the notes, musicologists conduct what’s called “prior art research” to ascertain whether the elements in focus can be found elsewhere in music that came before. For one thing, if the similar material was not unique to Song A, regardless of whether it was copied, the owner of Song A doesn’t have a claim to it. Since most forensic musicology work is pre-litigation or even preventative in nature, prior art informs everything we do. While there are lots of tools that help with prior art research, the process is time-consuming and therefore expensive, so an already-at-hand expansive knowledge of music history, on a note-by-note level, is vital to effective and economical musicological analysis.

Prior art considerations in musicological analysis is a science that looks a bit like an art form. There’s an idea, based on legal precedent, that as a part of an analysis of two works, the musicologist should strip out or filter away all that which is unoriginal, in other words, anything that can be found in prior art, and then work with the distillate. In my experience the idea has become a tool wielded by defense counsel and by wrong-minded or even disingenuous musicologists to persuade non-experts. Music, meanwhile, is a fluid medium comprised of contextual elements that sacrifice some, most, or all of their meaning when considered as isolated fragments apart from their whole. The thoughtful musicologist should avoid lazy application of such ideas. Prior art is a consideration, along with unprotectable building blocks in music such as scales, that works best when measured thoughtfully to inform originality, which informs substantial similarity, which informs copying.

Sample detection and analysis.

Most forensic work involves not the recording but the underlying composition, the notes. Sometimes though, musicologists are asked whether one recording contains a sample of another. “Samples” are audio snippets from other recordings, though sometimes the term gets used casually to refer to taking a portion of a composition as though analogous to plagiarism or interpolation. Here’s a whole article on that. Forensic audio analysis on some level is quite a different process, though there are overlaps with compositional analysis. The technological approach might involve acquiring the relevant audio, placing it into sound editing software (which is distinct from digital audio workstations and notation software) identifying the key areas and events in the recording and then the investigation can take you in lots of directions. The musicologist can for example time and pitch-correct them to get a more apples to apples listening experience, in some cases it can be a simple matter of seeing if two audio files “phase cancel” when set against each other (Identical audio will do this. It also happens when you don’t pay attention to the + and – when you wire up your speakers at home — you don’t get strong bass for one thing.) Musicologists can look at the sound waves to see if the waves are identical or if events seem to happen at identical times. Spectral analysis looks at spectrograms which are detailed visual depictions of sound. There’s lots of software especially for that too.

But more in keeping with the analysis musicologists do for composition, we critically listen for conspicuous elements, errors, and artifacts — things that appear or shouldn’t appear in both examples except as a result of sampling. We might hypothesize thoughtfully about how Song B was created and this leads us to drill down and run experiments that validate those hypotheses. An interesting and amusing example: sometimes we might be analyzing two very similar bits of audio, but we find in the course of our qualifying experiments that there’s an element missing in one. What could explain that? We go through the possibilities, using our knowledge of music engineering and production. Sometimes the conclusion we reach is that what we’re hearing as a sample is actually a re-recorded version where an artist might have liked to sample another record, but decided to avoid having to get the license from the record company that owns the masters and just recreated the sample using his own musicians. Sample recreation is relatively common. (You still need a license by the way, usually just from the songwriter.)

Deliverables of forensic musicology?

The goal of the process is to provide an opinion and evidence substantiating that opinion in a manner understandable by our client and perhaps by a legal expert, about the likelihood that song B was copied from song A and that the elements that the two works shared might be unique or original enough to enjoy protection by copyright. In the case of a potential litigant, this might lead to dissuading a client from initiating a claim. Litigation is expensive and difficult. It needs to be well-reasoned and worthwhile. In the case of preventative forensic musicology, the purpose is, prior to publication usually, to avoid infringement or even the accusation of copying, reasonable or unreasonable. There the musicologist assesses that risk, and where concerning risk is found, compositional or production changes can be recommended to mitigate that risk. We change the notes.

What three main skills and knowledge enable a forensic musicologist to answer those questions and provide the service?

The skills and knowledge of a forensic musicologist could be likened to a three-legged stool as well, and those three legs would be…

  • Expertise in Music (a three-legged stool by itself!)
    • Theory
    • History
    • Production Techniques and Technology
  • Familiarity with Copyright Law and its History, though you needn’t be an attorney.
  • An ability and desire to teach, so you can effectively share your findings with non-expert clients, juries, and judges.

A good and effective forensic musicologist needs all those skills and traits, and here’s why:

First and foremost, you need to be a music expert. You must be able to analyze music quickly, which involves having a great ear for notes and harmony, and the ability to relate it to music theory. You also need a wealth of music history knowledge so that you can relate one work to another, seeing patterns, devices, conventions, novelties, and be able to contextualize what’s in front of you with what has come before. All of this informs answering the forensic musicologist’s basic questions around similarity and originality.

It also helps to know about current music trends and technology, because modern production techniques are often forensically significant. At some point, what really matters is, of course, the music, regardless of how it was composed, but by keeping abreast of technology and modern production techniques, you maintain a more well-informed sense of probability, tantamount to intuition, that produces more efficient hypothesises and serves in truth-finding analysis. Additionally, there are facets of forensic musicology that are inherently technical, such as spectral analysis.

And while you don’t need to be an attorney, you do need a working knowledge of this area of law, how intellectual property law is devised and how it’s litigated. There are a lot of terminologies, precedent, and convention, both musical and legal, that informs how you do the job and serve your client. Precedent matters and past is prologue. Precedents, though, aren’t sacrosanct. 

It also helps to have what we hear described as “a heart of a teacher,” which means a natural desire, inclination, and ability to teach. The job doesn’t at all end with the forensic analysis. Forensic musicologists serve people, and most people enjoy music, and have feelings and opinions about music, but are not music experts. Forensic musicology expertise is only valuable when it is shared with non-experts, whether they’re the client or a judge. And that’s a skill in itself. The musicologist needs to be able to teach and persuade for the good of the client, and for the sake of what’s good and just.

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Musicology for Advertising: An Ounce of Prevention

Preemptive. Preventative. Responsible.

“Responsible” might be the best word for it.

You know this already: “An ounce of prevention is worth a pound of cure.” It’s a proverb most often attributed to Ben Franklin that emphasizes the importance of taking proactive steps to avoid problems in the first place, rather than waiting until a problem arises and trying to fix it afterward.
In terms of personal well-being, washing your hands prevents the spread of illness, and maintaining a healthy diet and exercising regularly can help prevent health issues like obesity, heart disease, and diabetes. In business, conducting regular maintenance on equipment prevents costly untimely breakdowns, and quality control prevents defects in products.
In the creative advertising world of intellectual property, contracts get reviewed by lawyers so everyone knows what rights they have because it’s endlessly better to not breach in the first place than to defend against a claim. The licenses have limits. The provenance of rights needs to be understood and documented.
And the best (and by far least expensive) service a musicologist can provide is “an ounce of prevention,” a preemptive musicologist analysis. Like QC and maintenance, preventative forensic musicology for advertising can help save time and money, costly untimely breakdowns, and frankly, defects in products. And this is starting to sound hokey. So let’s brass tacks it more.
Get a musicological analysis done before launching a campaign with music in it. Make it one of the final steps in the process, every time, before the pizza party. Advertising campaigns are the most rewarding work of all. Sometimes the analysis provides extra peace of mind. Sometimes, more often than you’d think, it prevents a dumpster fire. No kidding and no exaggeration. Always, it demonstrates responsibility and care for your client. The costs are less than a plumber’s visit. The turnaround is quick. The knowledge is power. A no-brainer, truly.

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