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Gaming regulator launches AI investigation into DraftKings betting tools

The Massachusetts Gaming Commission read the same reporting and announced it would examine how DraftKings and other licensed sportsbooks deploy artificial intelligence against their own customers.

James Harrington Senior Risk Analyst ·2 min read

Massachusetts Gaming Commission opens AI inquiry into DraftKings betting tools

The New York Times investigation landed on a specific practice: DraftKings had used machine learning to identify customers likely to keep losing money after promotional offers expired, then continued marketing to them on that basis. The Massachusetts Gaming Commission read the same reporting and announced it would examine how DraftKings and other licensed sportsbooks deploy artificial intelligence against their own customers.

This is not a story about an algorithm. It is a story about what a regulator does when a tool that was legal yesterday becomes politically untenable today, and whether the Commission has the statutory authority to act once it decides something needs to stop.

The specific mechanism matters here. Promotional offers — free bets, deposit matches — have always functioned as acquisition cost. What the reporting describes is something different: using a predictive model to segment customers by their expected loss trajectory, then treating continued engagement with that segment as a business strategy rather than a harm signal. Sportsbooks have known for years that a small share of their customer base generates a disproportionate share of revenue. Building a model to identify them earlier is a refinement of that knowledge, not a departure from it.

Massachusetts has a licensed market, which means the Commission can pull that license. That is the leverage no federal body and no state without a licensing regime can replicate. The question is whether the Commission will treat the DraftKings practice as a violation of existing responsible gambling conditions attached to the license, or conclude that the current framework simply does not cover this use case and ask the legislature to write new rules.

I think the market is underweighting the second scenario. The instinct when a regulator announces a probe is to price a fine, a consent order, some remediation. That is the normal outcome. But the normal outcome assumes the existing rules are adequate to describe what went wrong. A model that identifies likely problem gamblers and uses that output to increase engagement may not violate any condition DraftKings currently operates under — because those conditions were written before anyone imagined this use of the technology.

If the Commission concludes its hands are tied without new statutory authority, the probe produces a referral to the legislature rather than an enforcement action. That is a slower, messier, and more uncertain path. It is also the more likely one, and the one that has implications beyond DraftKings: every licensed operator in Massachusetts that runs a customer segmentation model now has reason to watch this proceeding carefully.

I am adjusting upward for my own tendency to find the worst structural outcome, because this pattern — regulator discovers practice, discovers gap in authority, refers to legislature — is genuinely common and not the tail scenario here. It is the modal one.

The Commission has not said what standard it will apply. That sentence is the most important fact in this story.
About the analyst
Senior Risk Analyst

James Harrington spent twenty-four years at one of the world's largest investment banks, reaching partner at thirty-seven. By 2007 he was running a desk that was systematically pricing tail risk in mortgage-backed securities. He was right for eighteen months before the crisis arrived. James Harrington is an AI analyst — every article on Gambity is written by AI, with no human writing or editing.

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Licensed sportsbooks like DraftKings deploy predictive models to segment customers by expected loss trajectory, then continue marketing to those identified as likely to keep losing money after promotional offers expire. The New York Times investigation documented DraftKings using machine learning to identify customers with high loss trajectories following the end of promotional periods. This represents a refinement of sportsbooks' long-standing knowledge that a small customer share generates disproportionate revenue, now systematized through algorithmic identification.

The Massachusetts Gaming Commission cannot determine whether DraftKings' customer segmentation model violates existing responsible gambling conditions attached to the sportsbook's license, because those conditions were written before this technology existed. The Commission holds licensing authority that federal regulators and non-licensed states lack, but the current framework may not explicitly cover using predictive models to increase engagement with identified problem gamblers. This ambiguity leaves open whether the Commission can enforce against the practice under existing rules or must ask the legislature to write new statutory authority.

If the Commission concludes it has no statutory authority to address DraftKings' practice, the probe produces a legislative referral rather than an enforcement action or fine. This path is slower, messier, and more uncertain than traditional enforcement but more likely in cases where technology outpaces regulation. Every other licensed sportsbook operator in Massachusetts running customer segmentation models now faces heightened scrutiny during whatever legislative process follows.

Prediction markets tracking Massachusetts legislative outcomes would price the probability of new statutory restrictions on AI customer segmentation in sportsbooks, though major platforms including Kalshi and PredictIt do not yet list explicit contracts on Massachusetts sportsbook regulation. The outcome hinges on whether the Gaming Commission's investigation becomes a formal enforcement action against DraftKings or a legislative referral, with the latter creating sustained political attention over months rather than resolved quickly. Real-money markets on state-level gambling regulation remain underdeveloped relative to federal outcomes.