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The rise of decentralized prediction markets has been hailed as a revolutionary step in democratizing financial forecasting. Platforms like Polymarket and Kalshi have attracted millions in trading volume by enabling users to bet on outcomes ranging from political elections to economic indicators. However, a growing body of research now raises urgent questions about the credibility of these markets-and the implications for retail investors who treat them as speculative assets.
According to a study by Columbia University researchers, , where linked accounts engage in circular trades to simulate liquidity without real market risk, as
This artificial activity undermines the core premise of prediction markets as accurate barometers of public sentiment. As

The artificial inflation of trading volume has direct consequences for retail investors. , and skepticism is likely to grow if prediction markets-often integrated into AI tools-are perceived as unreliable, as
Moreover, the structural incentives of decentralized platforms exacerbate the problem. Polymarket's fee-free model and pseudonymous wallet system make it inexpensive to execute wash trading, while the lack of identity verification allows bad actors to create multiple accounts, as
The divergence between Polymarket and Kalshi highlights the importance of trust mechanisms in decentralized markets. While Polymarket's on-chain transparency is a strength, its lack of regulatory oversight and identity checks creates vulnerabilities, as
However, regulation is a double-edged sword. Kalshi's CFTC compliance limits its flexibility compared to Polymarket, which operates on the Polygon blockchain and targets global users. This tension between decentralization and regulation raises a critical question: Can decentralized platforms retain their appeal while implementing safeguards against manipulation?
Experts propose a mix of technological and structural interventions to combat fake volume. Advanced surveillance systems, such as network-based algorithms that detect trading clusters, are essential, as
Polymarket has taken steps in this direction, acquiring a CFTC-regulated exchange, QCX, to align with regulatory expectations, as
The 25% fake volume in Polymarket is not just a technical issue but a crisis of trust. For decentralized prediction markets to thrive as speculative assets, they must address structural vulnerabilities without compromising their core principles of accessibility and transparency. Retail investors, meanwhile, must approach these platforms with caution, recognizing that the probabilities they trade on may not always reflect genuine market sentiment.
As prediction markets evolve, the integration of AI tools and regulatory frameworks will play a pivotal role in determining their long-term viability. The path forward requires a delicate balance: innovation must be paired with accountability to ensure that these markets remain both decentralized and trustworthy.
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