Algorithms Over Artists: How K-Pop Bots Manufacture Global Popularity
An investigative report into how automated streaming bots, algorithmic manipulation, and data engineering are used by major K-pop labels to inflate stream counts, distort charts, and manufacture the illusion of organic global success.
By late 2025, concerns over automated bot usage and artificial streaming inflation in the global music market — particularly within K-pop — have escalated into widespread industry and media scrutiny. These practices intersect with existing Korean chart manipulation controversies (called sajaegi) and global class-action lawsuits over streaming platform responsibility.
Key Highlights:
- Spotify and major streaming platforms have purged millions of fraudulent streams, affecting some of the biggest names in K-pop and beyond. (Koreaboo)
- Legal battles have erupted in the U.S. music market over alleged bot-generated streams worth billions of plays. (The Hollywood Reporter)
- The industry continues to wrestle with defining organic engagement vs algorithmically manufactured success.
What Are Streaming Bots and How Are They Used?
Streaming bots are automated programs or scripts designed to repeatedly play a song on major platforms (Spotify, Apple Music, YouTube, etc.) to artificially increase play counts. (Streaming Media Magazine)
These bots can be deployed by:
- Streaming farms (groups of devices/accounts programmed to repeatedly stream tracks),
- Paid services sold to labels or artists, and
- In some cases, highly organized fan-driven campaigns that resemble bot behavior. (Reddit)
When bots drive streams:
- Algorithmic recommendation features like “Discover Weekly” and playlist placements can artificially prioritize certain songs.
- Royalties are shifted away from genuine engagement toward records with inflated numbers. (Streaming Media Magazine)
Case Data: K-pop Stream Purges and Manipulation Claims
Spotify Removes “Fraud” Streams (mid-2025)
Streaming platforms have begun systematically identifying and removing suspicious streaming activity:
- Several BTS members and BLACKPINK artists lost millions of streams after Spotify’s purge. (Koreaboo)
- Jimin reportedly lost 200+ million streams throughout 2025 due to artificial streaming detection algorithms. (Koreaboo)
- Other famous tracks (e.g., “Seven”, “Winter Ahead”) also saw significant reductions. (Koreaboo)
Spotify defines artificial streams as those not reflecting genuine listener intent, including bot or script-driven plays. (Koreaboo)
Chart: K-pop Stream Deletions (2025)
(Illustrative based on reported Spotify removals)
| Artist | Track | Approx. Removed Streams |
|---|---|---|
| Jimin (BTS) | Who | ~200,000,000+ |
| Jin (BTS) | Don’t Say You Love Me | ~15,000,000 |
| Jungkook (BTS) | Seven, 3D | Several million |
| V (BTS) | Winter Ahead | ~13,000,000 |
| Rosé (BLACKPINK) | rosé | ~2,000,000 |
| Jennie (BLACKPINK) | Like Jennie | ~2,000,000 |
| Source: platform purge reporting (Koreaboo) |
K-pop Chart Manipulation: Sajaegi Context
In Korean music culture, a long-standing parallel concern has been sajaegi, which refers to manipulative actions aimed at boosting chart placement, historically via bulk purchases or coordinated streaming. (Wikipedia)
- The term covers both illegal chart sales manipulation and suspicious streaming behaviors.
- Korean government bodies have investigated such practices in past years. (KPBS Public Media)
The modern stream farming / botting discussion directly mirrors these concerns in a global digital context.
Legal & Industry Repercussions
U.S. Streaming Fraud Lawsuits
-
A class-action lawsuit in late 2025 accused Spotify of enabling billions of bot-generated streams that unfairly inflate certain artists’ metrics, harming other musicians’ royalties. (The Times of India)
-
Separate legal filings even allege funds were routed through gambling platforms to pay bot vendors, though these claims are complex and ongoing. ([The Bridge][8])
Industry Pushback
Streaming companies are:
- Deploying fraud detection systems to adjust and revoke artificial play counts.
- Updating terms of service to penalize non-organic activity.
Platforms like Melon (Korea) and Spotify have stated that they aim to preserve genuine listening behavior and protect chart integrity.
Why This Matters: Algorithms Shape Perception
Streaming numbers have real, measurable consequences:
Chart Visibility
- Higher numbers can place songs on featured playlists.
- Charts influence global media coverage and awards consideration.
Royalties and Revenue
- Streaming nominations and payouts are proportional to play counts.
- Artificial plays redirect revenue away from genuinely popular music. (Streaming Media Magazine)
Fandom and Narrative
- Some K-pop fan communities engage in coordinated mass streaming to support their idols, which sometimes looks like bot behavior to algorithms. ([post45.org][9])
Industry & Fan Response
- Many fans argue intense, coordinated streaming isn’t “bots” but passionate engagement. ([post45.org][9])
- Labels and platforms maintain that intentional manipulation undermines system integrity.
- Independent analysts stress that algorithmic trust is essential for chart relevance.
Broader Industry Impact (Beyond K-pop)
Similar friction over streaming botting has occurred in Western music:
- A high-profile artist outside K-pop faced allegations in the U.S. market tied to bot streams and gambling promotions tied to streaming manipulation. ([The Bridge][8])
- Other cases involving fraudulent streams have led to criminal charges for individuals using bots to generate fake listens. ([Rolling Stone][10])
This signals a system-wide reassessment of streaming-based metrics across genres.
Looking Ahead: What’s Next?
Industry experts speculate:
- Stronger detection tech and real-time monitoring
- Regulatory or legal frameworks targeting algorithm manipulation
- More transparency from streaming platforms
- Fan education about permissible streaming practices
Conclusion: Redefining Success in the Algorithmic Era
The “K-pop bots” phenomenon is a symptom of a larger shift in how we value and measure cultural impact. As streaming platforms move toward more aggressive fraud detection and legal frameworks begin to target metric manipulation, the industry is at a crossroads.
The tension between passionate fan mobilization and automated manipulation challenges the very definition of organic success. Moving forward, the goal for platforms, labels, and fans alike will be to ensure that charts reflect genuine human connection rather than just the efficiency of a script. In this evolving landscape, transparency and integrity will be essential to preserving the prestige of global music milestones.
Sources
- Koreaboo: Spotify fraudulent stream purge hits BTS & BLACKPINK
- The Hollywood Reporter: Spotify streaming fraud lawsuit details
- Streaming Media Magazine: How Bots Impact the Music Industry
- Reddit: Discussion on recent streaming removals
- Wikipedia: K-pop and Chart Manipulation
- KPBS Public Media: Inside Sajaegi, K-Pop’s Open Secret
- The Times of India: Drake’s Spotify numbers under scrutiny
- The Bridge: Allegations of funded fake streams
- Post45: Bots and Binaries: On the Failure of Human Verification
- Rolling Stone: The Wannabe Rock Star Accused of Scamming Streamers