Every Groundbreaking Genre of Music Started Out Controversial…AI Music is Simply the Latest Example

With AI music, the ever-present criticism is that it's not "real" music. And that the humans creating it aren't "real" artists.

But in music, what does it actually mean to be a "real" artist?

Are Pop Stars Like Britney Spears Real Artists?

She is one of the biggest global mega-stars of all time, despite the fact that she did not write most of her songs, didn't play any instruments and was not involved in production. Her vocals were heavily processed with extensive pitch correction, creating her signature sound, and she relied on vocal producers and background singers to help construct the final recordings.

This was controversial at first.

When her 2000 album "Oops!...I Did It Again" was released, music critics openly questioned whether she was lip-syncing on the record itself. Music purists accused her of being a "manufactured product" rather than an artist, and Rolling Stone's review of her debut album noted that "Spears's voice is so processed, it's hard to tell if she can actually sing."

But it's now mainstream.

Britney has sold more than 150 million records worldwide, making her one of the best-selling music artists in history. Today, it's completely accepted that pop stars are brands first and musicians second. Artists like Selena Gomez are regularly criticized because they are not the strongest singers, yet she has over 440 million Instagram followers and billions of streams. The industry now operates on the understanding that creativity, emotional connection, star power and visual performance matter more than traditional musical skill.

Are DJs Like Diplo Real Artists?

They use a variety of software programs to create music, with guest singers who take second billing to the DJ themselves. They sell out giant clubs and stadiums and perform by just standing in front of a turntable and DJ booth using only technology…or sometimes just playing off of a pre-made playlist.

This was controversial at first.

In the early 2000s, rock-dominated music media regularly mocked DJs as "button-pushers" who weren't real musicians. When electronic acts started headlining major festivals in the late 2000s, veteran rock artists openly criticized them. Deadmau5 published a viral 2012 blog post titled 'We All Hit Play,' openly admitting that anyone with basic Ableton knowledge could replicate his live show in about an hour. Rock purists argued that if you weren't playing a physical instrument, you weren't a real musician.

But it's now mainstream.

Diplo has more than 50 million monthly Spotify listeners, multiple platinum records and has headlined festivals worldwide. Calvin Harris became the highest-paid DJ in the world for six years in a row, earning $48 million in a single year at his peak. The Chainsmokers' "Closer" spent 26 weeks in the Billboard Hot 100's top five - the longest run in the chart's history at the time. EDM festivals like Tomorrowland draw 400,000+ attendees. Electronic production is now the dominant sound across pop, hip-hop and even country music. And Diplo is already using AI. Does this make him less of an artist? The market says no.

Are Rappers like Jay-Z Real Artists?

They don’t sing in a traditional sense, and it was considered simply "talking over beats." There is often no harmony, no melody. They rarely play instruments on their records. They build songs from samples, drum machines and digital production tools like Auto-Tune.

This was controversial at first.

In the 1980s and early 90s, the Recording Academy refused to televise rap awards at the Grammys - the first rap Grammy in 1989 wasn't even part of the broadcast, leading to a boycott by Will Smith and DJ Jazzy Jeff. Major labels initially refused to sign rap acts, calling it a "fad" that would die out. MTV barely played rap videos until the late 80s.

But the harshest criticism was reserved for sampling. When Biz Markie sampled Gilbert O'Sullivan in 1991 without permission, a federal judge ruled it was "stealing" - and the entire genre faced an existential threat over whether its core creative process was even legal. (Sound familiar?)

But it's now mainstream.

Jay-Z has sold over 140 million records and built a net worth over $2.5 billion. Hip-hop surpassed rock as the most popular music genre in America in 2017 and hasn't looked back. Kendrick Lamar won a Pulitzer Prize for Music in 2018 - the first non-classical or jazz artist to receive the honor. The genre that was once banned from the Grammys broadcast now dominates it - the Best Rap Album category was added in 1996, and hip-hop now commands its own major presence at the ceremony, with artists like Kendrick Lamar and Jay-Z's boasting 25 Grammys apiece.

Sampling not only survived, it became recognized as a legitimate art form. The Amen Break, a six-second drum loop, has been used in thousands of recordings and birthed entire genres like jungle and drum and bass. What was once called theft is now taught in music schools and used across every genre from pop to country.

Are K-Pop Musicians Like BLACKPINK Real Artists?

They are extraordinary performers with some of the most devoted fans on earth. But they are also a highly engineered product: selected from a training system that takes teenagers, puts them in dormitories for years and controls their diets, relationships and phone use before they ever debut. Most don't write their own songs or play instruments. Their music and brand is meticulously crafted by in-house label teams - precision-engineered pop. For BLACKPINK in particular, nearly their entire catalog was written and produced by one man - Teddy Park, a producer at YG Entertainment.

This was controversial at first.

American radio refused to play K-pop, dismissing the groups as manufactured products with no artistic credibility.  Western media didn't just ignore K-pop - it actively mocked it. The New Yorker's 2012 profile of Girls' Generation was titled "Factory Girls." As late as 2018, when BLACKPINK was selling out arenas worldwide, TIME magazine was still defining K-pop as "the music churned out by South Korea's music-making factories" - and that was in a positive piece about K-pop at the Olympics. Rolling Stone dismissed the genre as "a mixture of trendy Western music and high-energy Japanese pop" targeted at children. The critical consensus was unanimous: this wasn't real music, it was a product.

But it's now mainstream.

The K-pop industry is now worth more than $10 billion and growing fast. BLACKPINK’s Born Pink tour grossed $331.8 million - the highest-grossing tour ever by a female group - and they became the first Asian act to headline Coachella. With 40+ billion streams and the most-subscribed music channel on YouTube, K-pop has clearly evolved from “factory pop” to global cultural force. In 2026, K-pop won its first Grammy for "Golden," the lead single from Netflix's animated film KPop Demon Hunters - the most-watched movie in Netflix history. Western labels are now racing to replicate the very model they once dismissed.

And K-pop is now the most aggressive adopter of AI in music. HYBE has rebranded as an "Enter-Tech" company. JYP launched a dedicated AI artist division. Fans don't care. Plave - a group of virtual characters controlled by anonymous performers - sold out stadiums. Turns out "manufactured" was never the problem. It was just the future arriving early.

The “Real Music” Argument Is Tired. And it Has Never Once Been Right.

Of course we didn't even go back to jazz, rock and roll, disco, the electric guitar, the piano, or countless other examples of music innovations that were brutally critiqued at first.

Yet here we are again.

AI is generating music, directed by humans, and the same argument is back - was it touched by the right humans? Was the process sufficiently organic? Does the output count as art if a machine was involved?

The incumbents and laggards continue to ask the same questions. And the answer is the same every time.

  • Britney Spears: vocals pitch-corrected beyond recognition, songs written by strangers. Declared a product, not an artist. 150 million records sold.

  • Jay-Z: built a creative language out of lifting other people's recordings wholesale. A federal judge called it stealing. 25 Grammys. Billionaire.

  • Diplo: a guy with a laptop. No instruments, no band. 50 million monthly Spotify listeners. Now openly using AI, which doesn't make the music any less his.

  • BLACKPINK: trained since adolescence, singing songs they didn't write, in outfits they didn't choose. $331.8 million tour. Coachella headliners.

The argument about “real” music was wrong about sampling. Wrong about EDM. Wrong about K-pop. It has been wrong every single time, without exception, for decades.

And it's wrong about AI music now.

Artistry Comes In Many Forms

The thread connecting all of these examples is simple: artistic value isn't defined by the tools you use or the skills you possess - it's defined by the creative vision you express and the connection you build with an audience.

Some artists are great singers, some are great performers, some great songwriters, some great guitarists. And that doesn't even scratch the surface of songwriting, music production, audio engineering, marketing, branding and visual storytelling. All of these elements are needed for a successful song to connect with loyal fans. The creative vision is the underlying factor in all successful music and artists. That doesn’t change with AI music.

We still are at that early, criticism-laden stage of AI music right now.  It is controversial.

The artists experimenting with AI music right now are the equivalent of early hip-hop producers sampling records in their bedrooms, early electronic producers figuring out synthesizers in their garages, or early K-pop companies developing training systems that would reshape global pop music. They're learning the tools, developing the aesthetics, establishing the workflows and discovering what this new medium can uniquely express.  They do it despite the criticisms.

Yes, some of the music is bad and sometimes the technology is being misused.  But also, some of the music it is mind-blowingly good and AI artists are collectively forging a new genre in real time. Even legendary Interscope Records founder Jimmy Iovine is bullish on AI: "AI is going to make music better...because they're great tools. I'm all in on AI music. All in."

In five years, using AI in music production will be as unremarkable as using Auto-Tune, sampling or synthesizers. AI-native artists will have built multi-million dollar brands. The only question is whether you'll be someone who helped build that future or someone who stood on the sidelines insisting it wasn't “real music”.

The next genre of music is being created right now. The artists defining it are pushing new boundaries every day. And history has shown us exactly how this story ends: the early adopters become legends, and the critics become footnotes.

Like every other innovative genre before it, AI music will become mainstream too.  And probably sooner than you think.

Jules Miller