The dangers posed by fraudsters to online betting and gaming businesses have evolved considerably this decade.

The explosion of new AI models in 2022 and 2023 transferred more power than ever before into the hands of fraudsters – and it did not take long for iGaming operators to face the consequences.

Between 2022 and 2024, fraud in the online gaming sector increased by an average of 64% year-over-year, according to Sumsub. Within this increase, bonus abuse emerged as a major concern, with fraudsters increasingly using AI, automation and synthetic identities to exploit promotional offers.

AI-powered technology

Against this backdrop, EveryMatrix launched Bonus Guardian in late 2025, bringing AI-powered technology to the increasingly complex battle against AI-driven fraud.

“Bonus Guardian was developed in response to a clear industry challenge,” says Tetiana Dychenko, chief technical officer, casino at EveryMatrix.

“Bonus abuse has evolved far beyond what manual reviews and static rule-based systems can effectively address. As organised fraud groups began using AI, automation and sophisticated behavioural tactics to exploit promotions, EveryMatrix recognised that operators needed a purpose-built solution focused specifically on bonus abuse rather than generic fraud detection.”

‘The platform analyses hundreds of signals, including gameplay behaviour, deposit patterns, wagering progression and bonus redemption…’

The platform was developed through close collaboration between AI and machine learning specialists, product teams, fraud experts, CRM professionals and casino specialists.

According to Dychenko, that combination of technical expertise and operational experience ensured the solution addressed both the complexity of modern fraud and the commercial realities of running successful promotional campaigns.

Built for the promotion lifecycle

In practice, Bonus Guardian is built to support operators throughout the promotion lifecycle.

It begins before a campaign goes live by helping operators design promotions that remain attractive to genuine players while reducing opportunities for exploitation.

Once a promotion is active, the platform continuously analyses player behaviour across registration, deposits, gameplay, wagering, bonus usage and withdrawals. Rather than relying solely on fixed rules, it builds a behavioural profile for every player and looks for patterns that indicate non-genuine activity or coordinated abuse.

Tetiana Dychenko, chief technical officer, casino at EveryMatrix

When suspicious behaviour is detected, operators receive both a risk assessment and a clear explanation of the factors that contributed to it. Depending on the level of risk, operators can respond by monitoring activity, restricting promotional eligibility, introducing additional wagering requirements or holding withdrawals for further review.

“The strength of Bonus Guardian lies in behavioural intelligence,” Dychenko adds.

“The platform analyses hundreds of signals simultaneously, including gameplay behaviour, deposit patterns, wagering progression, bonus redemption, session activity and withdrawal behaviour. It also identifies relationships and patterns across multiple accounts that would be almost impossible to detect manually.”

Proportionate response

While complying with tightening KYC, anti-money laundering and bonusing rules is one challenge facing operators, it is also vital to provide friction-free onboarding and rewarding promotions that attract and retain players.

EveryMatrix has recognised this in building a solution that does not sacrifice the experience of legitimate players.

‘One of the platform’s strengths is that it enables proportionate responses rather than binary decisions’

As Dychenko points out, while sophisticated fraudsters increasingly use AI-generated identities, VPNs, device spoofing and other technologies to circumvent traditional verification checks, actual behaviour is far more difficult to disguise.

Therefore, by analysing how players interact with promotions over time, Bonus Guardian can distinguish between genuine customer engagement and organised bonus abuse.

“One of the platform’s strengths is that it enables proportionate responses rather than binary decisions,” Dychenko says.

“Operators can configure actions based on their own commercial objectives and risk appetite. This flexibility helps protect promotional budgets while avoiding unnecessary friction for legitimate players, striking the right balance between fraud prevention and customer experience.”

Marketing and risk collaboration

Available via EveryMatrix’s EngageSuite Bonuses for casino and sports, Bonus Guardian is embedded in the promotion stack. This allows marketing and risk management teams to collaborate so that promotions are designed and modified with fraud-risk parameters in mind, such as account age thresholds and device history.

Such alignment means Bonus Guardian enables contextual controls tied to promotion logic. This, according to EveryMatrix, is a key differentiator, enabling operators to design promotions that are commercially attractive while remaining resilient to abuse.

“Bonus Guardian brings marketing and risk functions together around a shared objective: maximising promotional ROI,” Dychenko adds.

“Marketing teams can continue developing compelling campaigns that drive acquisition and retention, while risk teams gain behavioural insights that help identify vulnerabilities before they become costly.

“Promotions such as tournaments, challenges and loyalty programmes naturally reward sustained engagement, making them more attractive to genuine players than to organised bonus hunters seeking fast returns. The result is stronger campaign performance with significantly lower promotional leakage.”

As Dychenko points out, protecting bonus investment has become a direct driver of profitability in an environment in which promotional leakage may account for 10%-15% of bonus spend in parallel with rising taxes and tighter regulatory requirements.

Therefore, by ensuring promotional budgets reach genuine players instead of organised abuse groups, operators using Bonus Guardian will improve ROI and overall marketing efficiency.

Additionally, with manual review workloads significantly reduced, fraud teams can focus on higher-value investigations while marketing teams simultaneously gain greater confidence that campaign performance reflects genuine customer engagement.

Flexibility

While legacy systems typically rely chiefly on IP checks, device matches and velocity thresholds in isolation, Bonus Guardian tackles a broader range of gambling fraud methods, including multi-account rings, synthetic identities and proxy networks.

Such flexibility is central to the platform, with operators able to tailor risk thresholds, workflows and promotional rules to align with individual brands, player segments, regulatory requirements and commercial strategies. Moreover, it helps the platform – and operators using it – to remain nimble and adaptable as bonus abuse inevitably evolves.

‘Every confirmed fraud case, operator review and behavioural outcome helps refine the underlying models’

“From the outset, the objective was to create an intelligent system that continuously learns from new behaviours and operator feedback, allowing it to evolve alongside increasingly sophisticated abuse techniques,” Dychenko says.

“Continuous learning is fundamental to the platform. Every confirmed fraud case, operator review and behavioural outcome helps refine the underlying models. As new abuse techniques emerge, Bonus Guardian adapts without requiring operators to constantly build new rules.”

Dychenko explains there is no single metric that can measure how successfully an operator is tackling bonus abuse. Instead, several should be taken into consideration.

“Success is measured not simply by the number of players flagged, but through improved detection accuracy, lower false-positive rates, faster investigation times and the platform’s ability to identify emerging abuse patterns before they scale,” Dychenko adds.

Fraud Bonus Abuse

A growing issue

This broad outlook, underpinned by the flexibility of Bonus Guardian, will be vital for operators attempting to navigate their way through future fraud threats.

“Bonus abuse will continue to become more organised, more automated and increasingly difficult to distinguish from legitimate player activity,” Dychenko says. “As fraudsters use AI to analyse promotions, generate synthetic identities and rapidly adapt their tactics, operators will need equally adaptive technology.”

One thing is clear: operators cannot afford ...

本十年间,欺诈者给在线博彩和游戏企业带来的危险已发生显著演变。

2022年和2023年新AI模型的爆发将前所未有的力量交到了欺诈者手中——而iGaming运营商很快就尝到了后果。

据Sumsub称,2022年至2024年间,在线游戏行业的欺诈平均同比增长64%。在这一增长中,奖金滥用成为主要担忧,欺诈者越来越多地利用AI、自动化和合成身份来利用促销优惠。

AI驱动的技术

在此背景下,EveryMatrix于2025年底推出了Bonus Guardian,将AI驱动的技术带入这场日益复杂的、对抗AI驱动欺诈的战斗中。

“Bonus Guardian的开发是为了应对一个明确的行业挑战,”EveryMatrix赌场首席技术官Tetiana Dychenko表示。

“奖金滥用已远远超出人工审核和静态规则系统所能有效应对的范围。随着有组织的欺诈团伙开始利用AI、自动化和复杂的行为策略来利用促销活动,EveryMatrix认识到运营商需要一个专门针对奖金滥用、而非通用欺诈检测的定制解决方案。”

‘该平台分析数百个信号,包括游戏行为、存款模式、投注进展和奖金兑换……’

该平台由AI和机器学习专家、产品团队、欺诈专家、CRM专业人士和赌场专家密切合作开发而成。

据Dychenko称,技术专长与运营经验的结合确保了该解决方案既能应对现代欺诈的复杂性,又能兼顾成功运营促销活动的商业现实。

为促销生命周期而构建

在实践中,Bonus Guardian旨在为运营商提供贯穿整个促销生命周期的支持。

它在活动上线之前就开始发挥作用,帮助运营商设计对真实玩家仍具吸引力、同时减少被利用机会的促销活动。

促销活动一旦启动,该平台就会持续分析玩家在注册、存款、游戏、投注、奖金使用和提款方面的行为。它并非仅依赖固定规则,而是为每位玩家建立行为画像,并寻找表明非真实活动或协同滥用的模式。

Tetiana Dychenko,EveryMatrix赌场首席技术官

当检测到可疑行为时,运营商会收到风险评估以及导致该评估的因素的清晰解释。根据风险级别,运营商可以通过监控活动、限制促销资格、引入额外投注要求或暂扣提款以进一步审查来做出回应。

“Bonus Guardian的优势在于行为智能,”Dychenko补充道。

“该平台同时分析数百个信号,包括游戏行为、存款模式、投注进展、奖金兑换、会话活动和提款行为。它还能识别多个账户之间的关系和模式,而这些几乎不可能通过人工检测发现。”

相称的回应

遵守日益收紧的KYC、反洗钱和奖金规则是运营商面临的一项挑战,同时提供无摩擦的注册体验和能够吸引并留住玩家的奖励性促销活动也至关重要。

EveryMatrix在构建解决方案时已认识到这一点,不会牺牲合法玩家的体验。

‘该平台的优势之一是它能够实现相称的回应,而非二元决策’

正如Dychenko所指出的,虽然复杂的欺诈者越来越多地使用AI生成的身份、VPN、设备欺骗和其他技术来规避传统验证检查,但实际行为要伪装起来困难得多。

因此,通过分析玩家随时间与促销活动的互动方式,Bonus Guardian能够区分真实的客户参与和有组织的奖金滥用。

“该平台的优势之一是它能够实现相称的回应,而非二元决策,”Dychenko表示。

“运营商可以根据自身的商业目标和风险偏好配置操作。这种灵活性有助于保护促销预算,同时避免给合法玩家带来不必要的摩擦,在欺诈预防和客户体验之间取得恰当平衡。”

营销与风险的协作

Bonus Guardian可通过EveryMatrix面向赌场和体育的EngageSuite Bonuses获取,并嵌入在促销技术栈中。这使营销和风险管理团队能够协作,在设计和修改促销活动时考虑欺诈风险参数,例如账户年龄阈值和设备历史。

这种协同意味着Bonus Guardian能够实现与促销逻辑相关联的情境化控制。据EveryMatrix称,这是一项关键差异化优势,使运营商能够设计出既具商业吸引力又能抵御滥用的促销活动。

“Bonus Guardian将营销和风险职能围绕一个共同目标结合在一起:最大化促销ROI,”Dychenko补充道。

“营销团队可以继续开发推动获客和留存的引人注目的活动,而风险团队则获得行为洞察,帮助在漏洞造成高昂代价之前识别它们。

“锦标赛、挑战和忠诚度计划等促销活动天然奖励持续参与,使其对真实玩家的吸引力大于寻求快速回报的有组织奖金猎人。结果是活动表现更强,促销泄漏显著降低。”

正如Dychenko所指出的,在促销泄漏可能占奖金支出10%-15%、同时税收上升和监管要求收紧的环境中,保护奖金投资已成为盈利能力的直接驱动力。

因此,通过确保促销预算流向真实玩家而非有组织的滥用团伙,使用Bonus Guardian的运营商将提高ROI和整体营销效率。

此外,随着人工审核工作量显著减少,欺诈团队可以专注于更高价值的调查,而营销团队同时也能更加确信活动表现反映的是真实的客户参与。

灵活性

传统系统通常主要孤立地依赖IP检查、设备匹配和速度阈值,而Bonus Guardian则应对更广泛的赌博欺诈手段,包括多账户团伙、合成身份和代理网络。

这种灵活性是该平台的核心,运营商能够定制风险阈值、工作流程和促销规则,以契合各个品牌、玩家细分、监管要求和商业策略。此外,它有助于该平台——以及使用它的运营商——在奖金滥用不可避免地演变时保持敏捷和适应性。

‘每一个确认的欺诈案例、运营商审核和行为结果都有助于完善底层模型’

“从一开始,目标就是创建一个智能系统,能够不断从新行为和运营商反馈中学习,使其能够与日益复杂的滥用技术同步演变,”Dychenko表示。

“持续学习是该平台的根本。每一个确认的欺诈案例、运营商审核和行为结果都有助于完善底层模型。随着新的滥用技术出现,Bonus Guardian无需运营商不断构建新规则即可适应。”

Dychenko解释说,没有单一指标可以衡量运营商在应对奖金滥用方面的成功程度。相反,应考虑多个指标。

“成功不仅仅通过被标记的玩家数量来衡量,还通过检测准确性的提高、假阳性率的降低、调查时间的缩短,以及平台在新型滥用模式规模化之前识别它们的能力来衡量,”Dychenko补充道。

Fraud Bonus Abuse

一个日益严重的问题

这种以Bonus Guardian灵活性为支撑的广阔视野,对于试图在未来欺诈威胁中摸索前行的运营商来说至关重要。

“奖金滥用将继续变得更加有组织、更加自动化,并且越来越难以与合法玩家活动区分开来,”Dychenko表示。“随着欺诈者利用AI分析促销活动、生成合成身份并迅速调整策略,运营商将需要同样具有适应性的技术。”

有一点是明确的:运营商承受不起……