How Does the Recent Geese Fan Account Discourse Relate to K-Pop?

In early April, Brooklyn art-rock band Geese became the center of an industry argument they did not entirely choose to enter. WIRED confirmed, after weeks of speculation, that Geese and frontman Cameron Winter had worked with Chaotic Good Projects, a digital marketing firm whose cofounders had recently appeared on Billboard's On The Record podcast and described, in unusually plain terms, how they engineer virality on TikTok (WIRED, April 2026). The confirmation followed a widely circulated Substack essay by singer-songwriter Eliza McLamb that linked Geese and Winter to Chaotic Good and laid out the firm's methodology: distributed clusters of accounts, "trend simulation," and what Chaotic Good has called "narrative campaigns" designed to shape discourse before it forms (McLamb, Words from Eliza, April 2026).

The discourse that followed was largely an ethics discourse. Was this manipulation? Was Geese an "industry plant"? Should accounts paid to use a song be required to disclose, given the FTC has indicated otherwise (Tubefilter, October 2024)? These are reasonable questions, but the more useful question is structural: what does this kind of campaign reveal about the state of Western music marketing infrastructure? If you consider the system Korean labels have built over the last two decades, "trend simulation" is not a novel tactic. It is a late-stage, externalized attempt to manufacture what K-pop has often treated as a starting condition.

What Chaotic Good Is Actually Selling

According to its founders' Billboard interview and its own (since-edited) website, Chaotic Good Projects offers four service categories: UGC campaigns, fan page campaigns, narrative campaigns, and brand and media work (McLamb, Words from Eliza, April 2026). The mechanics are straightforward. Chaotic Good operates clusters of accounts, mostly on TikTok, designed to surface a client's music inside the platform's recommendation system. Tracks ride trending audio formats. Performance footage is cut up and redistributed. Comment sections are populated to shape the public opinion of a release before organic listeners form one of their own. "We can drive impressions on anything at this point," cofounder Andrew Spelman told Billboard. "We know how to go viral. We have thousands of pages" (WIRED, April 2026).

The Billboard interview is explicit about the operational logic. "The second SNL drops at midnight, you should post a hundred times saying that was the best performance of the year," Spelman said on the podcast (McLamb, Words from Eliza, April 2026). The directive is aimed at Chaotic Good's own staff, who handle the posting on the firm's behalf. The point is to ensure that the first impression a listener forms about a release is shaped, not random.

That mechanism is sometimes described as fake. It is more accurately described as fan engagement infrastructure, built externally rather than internally, sold by the project rather than maintained by the label.

What K-pop Built First

This is the connection most of the U.S. discourse around Geese has missed. The infrastructure Chaotic Good is selling is, in compressed form, a version of what Korean labels institutionalized two decades ago. K-pop's global success was not built on better songs or better marketing copy. It was built on a decision-making and engagement architecture that, in the Western context, is still largely treated as a third-party service. HYBE's Weverse platform crossed 150 million cumulative downloads in 2024, functioning less as a fan-service product than as a behavioral-data layer that segments audiences across discovery, engagement, monetization, and activation tiers (Comms8, July 2025). Pre-debut content rollouts for groups like ILLIT are timed and structured so that, by the time a release lands, the engagement metrics have already produced a fanbase ready to mobilize. By the time of their debut, ILLIT registered a TikTok engagement rate of 14.39%, roughly twice the 7.07% rate of established HYBE labelmates NewJeans (Chartmetric, September 2024).

In K-pop, the team-led fan account is not a scandal. It is a category of work. As music marketer Kalesha Madlani, who runs strategy at SoundCloud, recently observed, "Most 'fan pages,' especially for newer artists, are team led" (Madlani, in Karten, Link in Bio, April 2026). She lists the structural tells: a mismatch between fan-page volume and actual ticket sales; concertgoers who recognize only the fragment of a song that has circulated as TikTok audio; accounts that lack the standard markers of organic fan behavior, such as personal photos or emotional language. The point is not that this practice is hidden; it is that it has been operational long enough to develop a recognizable visual grammar.

The Western indie-and-pop machine, by contrast, is now reverse-engineering this architecture under conditions that make it more visible and less defensible. Korean labels built fan engagement infrastructure as part of their internal operations because their domestic market of 52 million people (World Bank, 2023) could not sustain a domestic-first strategy. Western labels, working from much larger home markets, never had the same forcing function. The result is that when the algorithmic shift made fan-driven attention the primary growth mechanism in the West, the labels did not have the in-house systems to produce it. The work got outsourced to firms like Chaotic Good.

Backlash Against Fan Accounts

Chaotic Good's founders described their methodology on a public podcast, the firm published its client list on a public website (which it later edited to remove specific artists), and the resulting connection to Geese and Winter traced back to the source within days (WIRED, April 2026). A K-pop label running an equivalent campaign would not surface it this way, because the operation would not be a discrete service line sold by a third party. It would more likely be a routine function of an internal team.

The "industry plant" framing is another. Madlani's opinion that "there's really no such thing" because "this industry moves off of relationships", and most so-called industry plants have five to ten years of work behind them, is less a defense of the practice than a description of how the system is organized (Madlani, in Karten, Link in Bio, April 2026). The phrase treats marketing infrastructure as if it were a moral category. The K-pop perspective would be that infrastructure is just infrastructure. The question is not whether to use it but how openly, how durably, and to what end.

The website edit is the most legible signal. As McLamb's piece circulated, Chaotic Good scrubbed its site, taking down both the names of specific clients and any reference to "narrative campaigns." Cofounder Adam Tarsia told WIRED the changes were intended to protect artist partners from "false accusations or misconceptions about how their music was discovered" and clarified that "in practice, narrative campaigns mostly consist of consulting on digital PR strategy" (WIRED, April 2026). K-pop labels would not likely feel the need to walk back the language of fan engagement architecture, as their audiences have decades of context for it.

What This Means for Western Music Marketing

The substantive question for industry readers is not whether trend simulation is real (it plainly is, and McLamb herself notes she would "absolutely take part in a narrative or UGC campaign" if offered) but whether it is the right unit at which to organize the work (WIRED, April 2026). The K-pop case suggests it is not. Externalized, project-based engagement campaigns produce short-term lift without producing the longer-term structural advantages that internalized systems generate: data ownership, segmentation, lifetime value modeling, and the ability to adapt the same infrastructure across roster, region, and release cycle.

Madlani's own forward-looking list- "direct-to-fan marketing, events and experiential, creative OOH, intentional livestreams, and creating safety and meaning for the community"- is consistent with this (Madlani, in Karten, Link in Bio, April 2026). The bet is that the next phase of Western music marketing will move toward the internalized, durable, fan-architecture model that K-pop labels built first, and away from the discrete-campaign model that produced the Geese moment.

The Geese discourse is then is less a scandal about a band and more a public preview of a Western marketing apparatus catching up to a system Korean labels have been running for twenty years. The methods are not new, but the visibility is.

Sources

McLamb, Eliza. "Fake Fans." Words from Eliza, April 2026.

"The Fanfare Around the Band Geese Actually Was a Psyop." WIRED, April 2026.

Karten, Rachel. "How music marketing works." Interview with Kalesha Madlani. Link in Bio, April 2026.

Spelman, Andrew, and Jesse Coren. Interview on Billboard's On The Record podcast. Recorded at SXSW, March 2026.

"FTC Tells Billboard TikTok Music Promoters Don't Have to Disclose." Tubefilter, October 2024.

"South Korea: Population." World Bank, 2023.

"K-pop Fan Platform Economy: Weverse." Comms8, July 2025.

"ILLIT vs. NewJeans Engagement Benchmarks." Chartmetric, September 2024.