
On-chain analyst John A2an says most Collector Crypt revenue comes from automated wallets, not organic users, per Pandora Research.
Author: Akshat Thakur
29th June 2026 – On-chain analyst John A2an says most Collector Crypt bot revenue comes from automated wallets, not real users. He published the thread on Sunday. It argues the platform’s reported $62 million figure is mostly the same money going in circles.
High Signal Summary For A Quick Glance
dasha
@0xdasha
@johna2an incredible
https://t.co/aZpyS50fRQ
11:58 AM·Jun 29, 2026
Mars_DeFi
@Mars_DeFi
@johna2an I'm waiting for their response to this. It would mean that they're intentionally faking revenue .
https://t.co/aZpyS50fRQ
08:25 AM·Jun 29, 2026
Eli5DeFi
@Eli5defi
@johna2an This is amazing article!
https://t.co/aZpyS50fRQ
07:10 AM·Jun 29, 2026
Steady attention without excessive speculation.
A2an runs Pandora Research. He analyzed 4,531 buyer wallets and their full transfer histories on Solana. He then cross-referenced the data with public dashboards from Dune and DefiLlama as of around June 22.
The core claim is simple. According to Pandora, Collector Crypt booked roughly $62 million in revenue, but the number reflects recycled capital rather than fresh user demand.
A2an sliced wallet activity into 17 two-week windows. He tracked where money entered, how it moved, and where it ended up. His conclusion is that a thin layer of heavy wallets drives most of the volume.
The full thread is public on X. Pandora says all 4,531 wallets and their histories can be checked on Solscan. So far, Collector Crypt has not issued a public response.
Here is the reconciliation Pandora lays out. Players deposited about $58.1 million in fresh capital over the period studied.
That capital then funded roughly $390.8 million in pack buys. In other words, the same dollars looped through the system about 6.7 times.
The venue kept around $28.9 million, a spread of about 7.4% after roughly $361.8 million in buybacks. As a result, the reported revenue closely tracks fresh deposits, at a ratio near 1.07x. Pandora reads that as a sign of recycling, not growth.
Pandora’s sharpest claim concerns the structure of the Collector Crypt bot revenue. About 80 heavy wallets, which A2an calls metronome wallets, account for a large share of the dollars.
These wallets show machine-like behavior, according to the analysis. The median wallet logged about 1,100 buys. Many stayed active roughly 20 hours a day, often in clean $250 clips with sub-second timing.
One cohort of these wallets drove about 34.7% of dollars on its own. Pandora estimates that machine-like cohorts together account for around 85% of the money. By contrast, a casual tail of 2,258 wallets showed a median of just two buys each.
The concentration figures are stark. Pandora says the top 1% of wallets held 57% of the money, while the top 100 held 72%. The reported Gini coefficient is 0.94, a level that signals extreme inequality.
A2an also traced where the wallets got their money. Much of it flowed in through the OKX exchange, according to the analysis.
One detail stands out. A single dust wallet, labeled GaF4…xJq3, allegedly seeded 492 separate wallets with gas for a total of just $7.69. That funder shares the vanity suffix xJq3 with the platform’s Gacha venue address, GachaNgy…xJq3.
Pandora frames the shared suffix as a possible link between the funder and the venue. Still, the analysis does not prove who controls the wallets. That question remains open.
There were no net winners among buyers either. Pandora calculates aggregate buyer profit and loss at about negative $28.9 million, which matches the venue take almost exactly. Meanwhile, the automated share of activity grew as volume rose, reaching 84% to 90% in later periods.
Timeline of Collector Crypt and the $CARDS Ecosystem
Collector Crypt successfully closes its seed funding round with participation from GSR, Big Brain Holdings, and several other investors, providing early capital to expand the platform and ecosystem.
Collector Crypt launches its Gacha platform on Solana, introducing tokenized pack openings and establishing the foundation for onchain revenue generation.
The $CARDS token debuts through the Metaplex Genesis launch pool, expanding the Collector Crypt ecosystem with a native token designed to align platform incentives and user participation.
Collector Crypt experiences strong platform growth, repeatedly setting new monthly volume and revenue records. By May 2026, cumulative platform trading volume surpasses $1 billion.
Using available onchain data, Pandora Research reconstructs Collector Crypt’s cumulative reported revenue at approximately $62 million, based on activity observed up to its analysis cutoff date.
John A2an of Pandora Research publishes a detailed onchain teardown thread on X, examining Collector Crypt’s mechanics, revenue model, and ecosystem activity.
As of June 29, neither Collector Crypt nor founder Tuomas Holmberg has publicly responded to Pandora Research’s analysis. Discussion continues across X, Dune, and the broader crypto community.
Researchers and community members continue independently verifying the findings through Solscan, Dune dashboards, and DefiLlama while monitoring potential impacts on $CARDS price action, trading volume, and any future official statements.
Collector Crypt is a Solana platform built around physical trading cards. It vaults graded cards, mainly Pokémon, then issues tokenized versions that users can trade or redeem.
Its main draw is a gamified system called Gacha. Users pay to open randomized card packs, and the platform offers an instant buyback at about 85% of an oracle price. That buyback loop lets players recycle funds quickly into more packs.
The platform runs a native token, $CARDS, on Solana. Tuomas Holmberg founded the company. It closed a seed round around February 2023 with investors including GSR. By mid-2026, Collector Crypt claimed more than $1 billion in cumulative volume.
Not everyone accepts Pandora’s reading. Dune contributor zkayape replied in the thread with several technical points.
For example, zkayape noted that a turbo or yolo mode lets users spin many packs at once. That feature can produce same-second transactions that look automated but are not. High-value packs also drive a large share of revenue, and dusting attacks are common across Solana.
Other replies defended the model directly. Supporters argue that recurring play and buybacks are disclosed features, not hidden tricks. They also point out that a small group of whales dominates volume on many platforms, much like a casino.
Pandora acknowledges that the product is legitimate and the buyback loop is public. A2an’s narrower argument is that the patterns exceed what normal recycling would produce. The dispute is about interpretation, not whether the cards are real.
The stakes go beyond one platform. Dashboards like Dune and DefiLlama report headline revenue and volume, but they cannot easily separate recycled float from genuine new demand.
As a result, inflated metrics can shape how investors value a token or judge a platform’s health. If the Collector Crypt bot revenue claim holds up, it raises questions about the $CARDS valuation. It also tests the durability of the model.
For now, the story is still breaking. Major outlets and analysts have not confirmed or disputed the findings, and Collector Crypt has stayed silent. Readers should watch for an official response and for any independent review of the data. This article is analysis and not financial advice.
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