Mechanisms
Every transaction fraud mechanism in the library, by category, with severity, prevalence, detection difficulty, rails and playbook.
18 mechanisms rate high on both severity and prevalence, and 13 more rate high on detection difficulty.
| Mechanism | Summary | Severity | Prevalence | Detection difficulty |
|---|---|---|---|---|
| Account Takeover (ATO) | A third party seizes control of a legitimate account and monetizes its stored value, credentials and payment rails through withdrawals, trades, P2P, redemptions, purchases or payout changes. | High | High | Medium |
| ACH Funding Fraud | Funding a brokerage, neobank or fintech account by ACH debit from a bank account the actor doesn't own or will dispute, then extracting value before the return arrives. | High | High | Medium |
| Authorized Push Payment (APP) Scams | Hub note: scams in which the deceived customer authorizes and sends the payment themselves, covering typology, transaction footprint, intervention points and the shifting liability models in the US and UK. | High | High | High |
| Card-Not-Present Fraud | Purchases and account funding made online with stolen card credentials, where the merchant usually carries the chargeback liability unless authentication shifts it. | High | High | Medium |
| Check and Mobile Deposit Fraud | Counterfeit, altered, washed, forged and duplicate-presented checks deposited remotely or at ATMs, with funds withdrawn before the check is returned or a warranty claim arrives. | High | High | Medium |
| Elder Financial Exploitation | The illegal or improper use of an older adult's funds by strangers (scams) or trusted persons (theft), seen at the transaction layer through behavior changes, new payees and unusual liquidations. | High | High | High |
| First-Party Fraud | Hub for transaction fraud committed by the real account holder (false disputes, kiting, bust-outs, refund and receipt abuse), and how to separate it from third-party fraud and credit loss. | High | High | High |
| Fraud Rings and Collusion | Coordinated groups running many accounts, identities or counterparties, including buyer-seller and merchant-customer collusion, so that losses scale and each individual account looks benign. | High | High | High |
| Fraud-as-a-Service Ecosystem | How the underground economy industrializes transaction fraud: specialized roles, supply chains for access, identities and cash-out, escrow and reputation systems, and pricing that lets low-skill actors run professional attacks. | High | High | High |
| Impersonation Scams | Scammers pose as a bank, brokerage, government agency, tech support or a known business to make victims move money to 'safe' accounts, pay fake debts, or hand over access. | High | High | High |
| Instant Funding Abuse (Kiting) | Using provisional credit or instant buying power granted before ACH, check or card funding settles, then extracting value so a later return leaves the platform with the loss. | High | High | Medium |
| Investment Scams (Pig Butchering) | Long-con investment fraud where scammers build trust, show fake gains on fabricated platforms, and steer victims into repeated, escalating transfers, increasingly via crypto, kiosks, couriers and mule accounts. | High | High | High |
| MFA Bypass and OTP Interception | How a second factor gets defeated (codes socially engineered, push fatigue, real-time relays, SIM swaps, weak fallbacks) and why money-moving actions need their own transaction-level step-up. | High | High | High |
| Money Mules | Unwitting, witting or complicit people and accounts that receive and move illicit funds: the cash-out layer nearly every scam, ATO and payment fraud depends on. | High | High | Medium |
| Payout Redirection | Changing an account's payout destination (bank, card, wallet, gift card or crypto) on a compromised or farmed account, then letting a routine or requested payout carry value out. | High | High | Medium |
| Phishing and Credential Harvesting | Lures and impersonated login pages, including real-time relays and voice or SMS pretexts, that capture credentials, codes or sessions to move a customer's funds within minutes. | High | High | High |
| Real-Time Payment Rail Fraud | Fraud on instant, effectively irrevocable rails (RTP, FedNow, push-to-card, P2P), where account takeover cash-outs and scam payments complete in seconds and recovery depends on the receiving side. | High | High | High |
| Refund and Return Fraud | Wardrobing, empty-box and item-swap returns, receipt-less and counterfeit-receipt returns, false refund claims and refund-as-a-service operations that extract refunds for goods kept or never paid for. | High | High | High |
| Account Farming and Resale | Creating, aging and selling or renting accounts, including KYC-verified financial accounts and seasoned reward or marketplace accounts, as ready-made infrastructure for downstream transaction fraud. | High | Medium | High |
| Agentic Commerce Fraud | Emerging risks as AI agents buy and pay for users: agent impersonation, hijacked agents, intent and authorization gaps, disputes, and bot controls colliding with legitimate agents. | Medium | Low | High |
| Business Logic Exploitation | Abusing flaws in how transaction, pricing, reward or buying-power logic is designed, such as race conditions, rounding, stacking and reversal gaps, to extract value the system never meant to give. | High | Low | High |
| Bust-Out Fraud | Building an account's good standing to grow credit, overdraft or instant-funding limits, then maxing every limit at once and disappearing, often with a bad payment to reopen the line. | High | Medium | High |
| Chargeback and Friendly Fraud | The real cardholder disputes a transaction they made or benefited from, using card network dispute rights to reverse payment while keeping the goods, service or value. | Medium | High | High |
| Coupon Counterfeiting and Misredemption | Counterfeit manufacturer coupons, cloned digital coupons and codes, and misredemption at the till or in the retailer-clearinghouse-manufacturer settlement chain that pays face value for discounts never legitimately earned. | High | Medium | High |
| Digital Wallet Provisioning Fraud | Adding stolen card credentials to a mobile wallet or token on an attacker-controlled device, usually by defeating issuer step-up verification, then spending the token in-store, in-app or online. | High | Medium | High |
| Generative AI and Deepfake Fraud | Voice clones, deepfake video, AI-generated documents and selfies, and AI-scaled lures. GenAI lowers the cost and raises the credibility of identity and social-engineering attacks that end in transaction losses. | High | Medium | High |
| Insider Fraud | Employees, contractors and outsourced support agents who use legitimate access to commit, enable or sell transaction fraud, such as leaking data, changing accounts or approving their own payouts. | High | Medium | High |
| Loyalty and Rewards Redemption Fraud | Theft and laundering of points, miles and cashback balances via account takeover, farmed balances, insider adjustments and redemption or transfer paths that turn rewards into cash-like value. | Medium | High | High |
| Receipt Fraud (Cashback) | Fabricated, edited, duplicated, borrowed or bought-and-returned receipts submitted to receipt-scan cashback, rebate and loyalty programs to collect rewards for purchases that never qualified. | Medium | High | High |
| Session Hijacking and Infostealers | Malware-harvested credentials and stolen session tokens let attackers act inside an already-authenticated session, bypassing login, MFA and login-time risk checks before moving value. | High | Medium | High |
| Synthetic Identity Fraud | Fabricated identities that mix real and invented personal data to open funded or credit-bearing accounts, which later bust out, launder proceeds as mules, or receive transaction fraud. | High | Medium | High |
44 mechanisms in 8 categories.
Account Takeover
Gaining control of a legitimate account, which opens the way to unauthorized withdrawals, trades, redemptions and purchases.
| Mechanism | Summary | Severity | Prevalence | Detection difficulty | Rails | Playbook (members) |
|---|---|---|---|---|---|---|
| Account Recovery Abuse | Abusing password reset, contact change and support-assisted recovery to take over accounts holding value, often the weakest path once login itself is hardened. | High | Medium | Medium | ACH, Wire, Instant payments, P2P, Securities, Crypto, Rewards, Gift card | Playbook - Account Recovery Hardening Members |
| Account Takeover (ATO) | A third party seizes control of a legitimate account and monetizes its stored value, credentials and payment rails through withdrawals, trades, P2P, redemptions, purchases or payout changes. | High | High | Medium | ACH, Wire, Instant payments, P2P, Card, Digital wallet, Crypto, Gift card, Rewards, Securities, Store credit | Playbook - Account Takeover Members |
| Credential Stuffing | Automated replay of username-password pairs stolen elsewhere to find accounts that reuse them, producing validated access that is later monetized through redemptions, purchases and withdrawals. | Medium | High | Medium | Rewards, Gift card, Card, Store credit, P2P, ACH, Instant payments | Playbook - Credential Stuffing Response Members |
| MFA Bypass and OTP Interception | How a second factor gets defeated (codes socially engineered, push fatigue, real-time relays, SIM swaps, weak fallbacks) and why money-moving actions need their own transaction-level step-up. | High | High | High | Wire, ACH, Instant payments, P2P, Crypto, Securities, Card, Digital wallet | Playbook - Account Takeover Members |
| Payout Redirection | Changing an account's payout destination (bank, card, wallet, gift card or crypto) on a compromised or farmed account, then letting a routine or requested payout carry value out. | High | High | Medium | ACH, Instant payments, P2P, Card, Digital wallet, Gift card, Crypto, Rewards, Wire | Playbook - Payout and Withdrawal Risk Members |
| Phishing and Credential Harvesting | Lures and impersonated login pages, including real-time relays and voice or SMS pretexts, that capture credentials, codes or sessions to move a customer's funds within minutes. | High | High | High | Wire, ACH, Instant payments, P2P, Crypto, Securities, Card, Digital wallet, Gift card | Playbook - Account Takeover Members |
| Session Hijacking and Infostealers | Malware-harvested credentials and stolen session tokens let attackers act inside an already-authenticated session, bypassing login, MFA and login-time risk checks before moving value. | High | Medium | High | Card, ACH, Wire, P2P, Instant payments, Crypto, Rewards, Gift card, Securities, Store credit | Playbook - Account Takeover Members |
| SIM Swap and Port-Out Fraud | Hijacking a customer's phone number through a fraudulent SIM change or carrier port, to intercept SMS codes and recovery messages, usually just before a high-value withdrawal. | High | Low | Medium | Crypto, Wire, ACH, Instant payments, P2P, Securities | Playbook - SIM Swap and Contact Change Abuse Members |
Synthetic and Farmed Accounts
Fake, synthetic, multiplied and farmed accounts: the infrastructure behind promo abuse, mules and bust-outs.
| Mechanism | Summary | Severity | Prevalence | Detection difficulty | Rails | Playbook (members) |
|---|---|---|---|---|---|---|
| Account Farming and Resale | Creating, aging and selling or renting accounts, including KYC-verified financial accounts and seasoned reward or marketplace accounts, as ready-made infrastructure for downstream transaction fraud. | High | Medium | High | P2P, ACH, Instant payments, Card, Crypto, Rewards, Gift card, Securities | Playbook - Multi-Accounting and Linkage Members |
| Fake Account Creation (Bots) | Automated mass sign-ups that create accounts to farm incentives, stage mule and cash-out accounts, or launch transaction attacks such as card testing and promo abuse. | Medium | High | Medium | Rewards, Store credit, Gift card, Card, P2P, ACH, Instant payments, Securities | Playbook - Fake Account and Bot Defense Members |
| Multi-Accounting | One person or group operating many accounts to multiply per-customer offers, limits and payouts, or to return after being banned, usually first-party abuse that converts into cash. | Medium | High | Medium | Rewards, Store credit, Gift card, P2P, ACH, Card, Instant payments, Securities | Playbook - Multi-Accounting and Linkage Members |
| Synthetic Identity Fraud | Fabricated identities that mix real and invented personal data to open funded or credit-bearing accounts, which later bust out, launder proceeds as mules, or receive transaction fraud. | High | Medium | High | Card, ACH, Check, P2P, Instant payments, Crypto, Securities | Playbook - Synthetic Identity Detection Members |
Rewards and Promotions
Retail transaction fraud: receipts, card-linked offers, coupons, referrals, bonuses, promo codes, loyalty and logic exploits.
| Mechanism | Summary | Severity | Prevalence | Detection difficulty | Rails | Playbook (members) |
|---|---|---|---|---|---|---|
| Business Logic Exploitation | Abusing flaws in how transaction, pricing, reward or buying-power logic is designed, such as race conditions, rounding, stacking and reversal gaps, to extract value the system never meant to give. | High | Low | High | Rewards, Card, ACH, Securities, Store credit, Gift card, Instant payments | Playbook - Business Logic Exploit Response Members |
| Card-Linked Offer Abuse | Gaming merchant-funded card-linked offers through buy-claim-return, structured or split purchases, multi-card enrollment and stolen or farmed cards linked to reward accounts. | Medium | Medium | Medium | Card, Rewards, Gift card | Playbook - Receipt and Offer Fraud Members |
| Coupon Counterfeiting and Misredemption | Counterfeit manufacturer coupons, cloned digital coupons and codes, and misredemption at the till or in the retailer-clearinghouse-manufacturer settlement chain that pays face value for discounts never legitimately earned. | High | Medium | High | Rewards, Store credit, Gift card, Crypto, P2P | Playbook - Receipt and Offer Fraud Members |
| Loyalty and Rewards Redemption Fraud | Theft and laundering of points, miles and cashback balances via account takeover, farmed balances, insider adjustments and redemption or transfer paths that turn rewards into cash-like value. | Medium | High | High | Rewards, Gift card, Store credit, P2P, ACH | Playbook - Payout and Withdrawal Risk Members |
| Promo Code Abuse | Leaked, shared, stacked, enumerated or misapplied promo codes and offer-eligibility abuse that extract discounts or credits beyond what a promotion was designed to give. | Medium | High | Medium | Card, Store credit, Rewards, Gift card | Playbook - Sign-Up Bonus and Promo Abuse Members |
| Receipt Fraud (Cashback) | Fabricated, edited, duplicated, borrowed or bought-and-returned receipts submitted to receipt-scan cashback, rebate and loyalty programs to collect rewards for purchases that never qualified. | Medium | High | High | Rewards, Gift card, P2P, ACH | Playbook - Receipt and Offer Fraud Members |
| Referral Abuse | Self-referral, referral rings, farmed referees and publicly broadcast codes that convert refer-a-friend incentives into cash, stock or credits without acquiring genuine customers. | Medium | High | Medium | Rewards, ACH, Securities, P2P, Gift card | Playbook - Referral Abuse Members |
| Sign-Up Bonus Abuse | Gaming new-account and funding incentives such as bank and neobank bonuses, free-stock promotions, deposit matches and direct-deposit offers by meeting the letter of requirements without the intended relationship. | Medium | High | Medium | ACH, Securities, Rewards, P2P, Card | Playbook - Sign-Up Bonus and Promo Abuse Members |
Payments and Funding
Card, ACH, check, instant rails, wallets and gift cards, where money becomes available before it becomes final.
| Mechanism | Summary | Severity | Prevalence | Detection difficulty | Rails | Playbook (members) |
|---|---|---|---|---|---|---|
| ACH Funding Fraud | Funding a brokerage, neobank or fintech account by ACH debit from a bank account the actor doesn't own or will dispute, then extracting value before the return arrives. | High | High | Medium | ACH, Instant payments, Wire, Securities, Crypto, P2P | Playbook - ACH Funding Fraud Members |
| Bust-Out Fraud | Building an account's good standing to grow credit, overdraft or instant-funding limits, then maxing every limit at once and disappearing, often with a bad payment to reopen the line. | High | Medium | High | Card, ACH, Check, Instant payments, P2P, Crypto, Securities | Playbook - Bust-Out Detection Members |
| Card-Not-Present Fraud | Purchases and account funding made online with stolen card credentials, where the merchant usually carries the chargeback liability unless authentication shifts it. | High | High | Medium | Card, Digital wallet, Gift card | Playbook - Chargeback Management Members |
| Chargeback and Friendly Fraud | The real cardholder disputes a transaction they made or benefited from, using card network dispute rights to reverse payment while keeping the goods, service or value. | Medium | High | High | Card, Digital wallet | Playbook - Chargeback Management Members |
| Check and Mobile Deposit Fraud | Counterfeit, altered, washed, forged and duplicate-presented checks deposited remotely or at ATMs, with funds withdrawn before the check is returned or a warranty claim arrives. | High | High | Medium | Check, ACH, Instant payments, P2P, Wire | Playbook - Mobile Deposit Fraud Members |
| Digital Wallet Provisioning Fraud | Adding stolen card credentials to a mobile wallet or token on an attacker-controlled device, usually by defeating issuer step-up verification, then spending the token in-store, in-app or online. | High | Medium | High | Card, Digital wallet | Playbook - Digital Wallet Provisioning Members |
| First-Party Fraud | Hub for transaction fraud committed by the real account holder (false disputes, kiting, bust-outs, refund and receipt abuse), and how to separate it from third-party fraud and credit loss. | High | High | High | Card, ACH, Check, Instant payments, P2P, Rewards, Store credit, Gift card | |
| Gift Card Fraud | Gift cards used as an irreversible scam payment rail and cash-out vehicle: victims coerced into buying cards, stolen cards and accounts converted to gift value, and balances drained or tampered. | Medium | High | Medium | Gift card, Card, Rewards, Store credit, Digital wallet | Playbook - Scam Intervention Members |
| Instant Funding Abuse (Kiting) | Using provisional credit or instant buying power granted before ACH, check or card funding settles, then extracting value so a later return leaves the platform with the loss. | High | High | Medium | ACH, Check, Card, Instant payments, P2P, Securities, Crypto | Playbook - Instant Funding Abuse Members |
| Real-Time Payment Rail Fraud | Fraud on instant, effectively irrevocable rails (RTP, FedNow, push-to-card, P2P), where account takeover cash-outs and scam payments complete in seconds and recovery depends on the receiving side. | High | High | High | Instant payments, P2P, Card, ACH, Crypto | Playbook - Payout and Withdrawal Risk Members |
Commerce and Marketplaces
Refunds, returns, buyer and seller claims, triangulation, and scams aimed at sellers.
| Mechanism | Summary | Severity | Prevalence | Detection difficulty | Rails | Playbook (members) |
|---|---|---|---|---|---|---|
| Refund and Return Fraud | Wardrobing, empty-box and item-swap returns, receipt-less and counterfeit-receipt returns, false refund claims and refund-as-a-service operations that extract refunds for goods kept or never paid for. | High | High | High | Card, Store credit, Gift card, Digital wallet, Rewards | Playbook - Refund and Claims Abuse Members |
| Seller Non-Delivery and Fake Listings | Fake or hijacked seller accounts list goods they never ship, collect buyer payments and withdraw proceeds before claims mature, leaving buyers or the platform with the loss. | High | Medium | Medium | Card, Digital wallet, P2P, ACH, Instant payments, Gift card, Crypto | Playbook - Seller Fraud Members |
| Seller-Targeted Scams (Fake Payment and Overpayment) | Scams aimed at sellers, such as fake payment confirmations, overpayment and refund-the-difference schemes, off-platform payment lures and verification-code requests, that make sellers ship goods or send money. | Medium | High | Medium | Check, P2P, Instant payments, Wire, Gift card, Crypto, Digital wallet | Playbook - Scam Intervention Members |
Investing and Brokerage
Brokerage-specific transaction fraud: ramp-and-dump, ACATS transfers, investment scams.
| Mechanism | Summary | Severity | Prevalence | Detection difficulty | Rails | Playbook (members) |
|---|---|---|---|---|---|---|
| Investment Scams (Pig Butchering) | Long-con investment fraud where scammers build trust, show fake gains on fabricated platforms, and steer victims into repeated, escalating transfers, increasingly via crypto, kiosks, couriers and mule accounts. | High | High | High | Wire, ACH, Crypto, P2P, Instant payments, Securities, Gift card | Playbook - Scam Intervention Members |
| Ramp-and-Dump via Account Takeover | Hijacked brokerage accounts are liquidated and forced to buy a thin stock the attackers already hold, so they can sell into that demand before it collapses. | High | Medium | Medium | Securities, Wire, ACH | Playbook - Ramp-and-Dump Members |
Authorized Payment Scams
APP, impersonation and elder exploitation, where the customer is tricked into moving the money themselves.
| Mechanism | Summary | Severity | Prevalence | Detection difficulty | Rails | Playbook (members) |
|---|---|---|---|---|---|---|
| Authorized Push Payment (APP) Scams | Hub note: scams in which the deceived customer authorizes and sends the payment themselves, covering typology, transaction footprint, intervention points and the shifting liability models in the US and UK. | High | High | High | P2P, Instant payments, Wire, ACH, Crypto, Gift card, Card | Playbook - Scam Intervention Members |
| Elder Financial Exploitation | The illegal or improper use of an older adult's funds by strangers (scams) or trusted persons (theft), seen at the transaction layer through behavior changes, new payees and unusual liquidations. | High | High | High | Wire, Check, ACH, P2P, Crypto, Gift card, Securities, Card, Instant payments | Playbook - Elder Exploitation Response Members |
| Impersonation Scams | Scammers pose as a bank, brokerage, government agency, tech support or a known business to make victims move money to 'safe' accounts, pay fake debts, or hand over access. | High | High | High | Wire, P2P, Instant payments, Crypto, Gift card, ACH, Securities | Playbook - Scam Intervention Members |
Organized and Emerging Threats
Mules, rings, insiders, the fraud-as-a-service economy, GenAI and agentic commerce.
| Mechanism | Summary | Severity | Prevalence | Detection difficulty | Rails | Playbook (members) |
|---|---|---|---|---|---|---|
| Agentic Commerce Fraud | Emerging risks as AI agents buy and pay for users: agent impersonation, hijacked agents, intent and authorization gaps, disputes, and bot controls colliding with legitimate agents. | Medium | Low | High | Card, Digital wallet, Instant payments, ACH, Crypto, Rewards | Playbook - Novel Attack Detection Members |
| Fraud Rings and Collusion | Coordinated groups running many accounts, identities or counterparties, including buyer-seller and merchant-customer collusion, so that losses scale and each individual account looks benign. | High | High | High | Card, ACH, P2P, Rewards, Store credit, Securities, Gift card, Instant payments | Playbook - Fraud Ring Investigation Members |
| Fraud-as-a-Service Ecosystem | How the underground economy industrializes transaction fraud: specialized roles, supply chains for access, identities and cash-out, escrow and reputation systems, and pricing that lets low-skill actors run professional attacks. | High | High | High | Card, ACH, P2P, Instant payments, Crypto, Gift card, Rewards, Digital wallet, Securities | Playbook - Novel Attack Detection Members |
| Generative AI and Deepfake Fraud | Voice clones, deepfake video, AI-generated documents and selfies, and AI-scaled lures. GenAI lowers the cost and raises the credibility of identity and social-engineering attacks that end in transaction losses. | High | Medium | High | Wire, P2P, Instant payments, Crypto, ACH, Card, Rewards, Securities | Playbook - Novel Attack Detection Members |
| Insider Fraud | Employees, contractors and outsourced support agents who use legitimate access to commit, enable or sell transaction fraud, such as leaking data, changing accounts or approving their own payouts. | High | Medium | High | ACH, Wire, P2P, Rewards, Store credit, Card, Securities, Gift card, Crypto | Playbook - Insider Fraud Members |
| Money Mules | Unwitting, witting or complicit people and accounts that receive and move illicit funds: the cash-out layer nearly every scam, ATO and payment fraud depends on. | High | High | Medium | P2P, Instant payments, ACH, Wire, Check, Crypto, Card, Gift card, Digital wallet | Playbook - Money Mule Detection Members |
Related maps
- Mechanism to Control Matrix
- Customer Lifecycle Map
- Payment Rails Map
- Industries Index