What should a bank look for in AI AML compliance software?
AI AML software monitors transactions and customers for money laundering, terrorist financing and sanctions exposure, scores customer risk, and helps investigators close alerts and write suspicious activity reports. Banks buy it as a platform or as modules (screening, monitoring, case management) on multi-year licences. The questions that separate vendors are alert quality, how models are validated and explained to examiners, entity resolution across messy data, and how much of the investigation an AI agent may draft without a human deciding.
Observations from how these products are sold and regulated, not advice.
01
Alert quality over alert volume
Legacy rules generate large numbers of false alerts. Ask how the vendor measures precision at a fixed detection rate, and on whose data.
02
Entity resolution and network view
Laundering hides across related accounts and counterparties. Check how the tool links customers, beneficial owners and counterparties across systems.
03
Explainability examiners accept
Every closed alert and every SAR decision may be reviewed. The tool should record why an alert fired and why an investigator closed it.
04
Where generative AI drafts and where humans decide
Narrative drafting and investigation summaries are the common generative-AI features. Ask how the vendor keeps a human decision on each filing.
Which rules apply to a bank using AI AML compliance software?
| Rule | Why it applies | Documents |
|---|---|---|
| BSA/AML innovation policy | The 2018 joint statement encourages banks to test AI for BSA/AML compliance and says pilots that expose gaps will not necessarily lead to supervisory action. | 2018 Joint Statement on BSA/AML Innovation Anti-Money Laundering Act of 2020 |
| 2026 AML/CFT program proposal | FinCEN's April 2026 proposal would weigh 'effective use of artificial intelligence' among factors in assessing a program; not final as of the tracker's last review. | 2026 AML/CFT Program Proposed Rule |
| Model risk management | SR 26-2 replaced the 2021 BSA/AML model risk statement; AML models fall under the general framework. | SR 26-2 OCC Bulletin 2026-13 FDIC FIL-15-2026 |
| Third-party risk management | An AML vendor is a critical third party for most banks under the 2023 interagency guidance. | OCC Bulletin 2023-17 SR 23-4 |
Documents link to the Regulation tracker. By use case: AML / KYC · Model risk management · Third-party & vendor AI.
How do the AI AML compliance vendors compare?
| Vendor | What it does | Deployment | Pricing model | Published price | US bank customers* | Founded · ownership |
|---|---|---|---|---|---|---|
| Feedzai | RiskOps platform for bank fraud, scam and AML prevention: transaction scoring, behavioral biometrics and network intelligence. | SaaS (cloud-based); Feedzai IQ Score is also delivered via a single API and listed on AWS Marketplace | Sales-led enterprise licensing, scoped per institution and use case (fraud, AML, onboarding, scam prevention); Feedzai IQ Score is also sold as an API-metered add-on listed on AWS Marketplace | Not published | 2 | 2011 · Private |
| Sardine | Fraud and AML platform: device and behavioral signals, transaction monitoring, sanctions screening and AI agents for alert review. | SaaS, integrated through APIs and a client-side device and behavior SDK | Sales-led enterprise contracts; Sardine describes usage-based pricing for its custom agents | Not published | 0 | 2020 · Private |
| Alloy | Identity and fraud prevention platform: onboarding KYC/KYB, fraud and login risk scoring, AML monitoring and data orchestration. | SaaS (single API, SDK and no-code dashboard; hosted on AWS) | Sales-led enterprise platform contracts; bought through a demo and quote process | Not published | 3 | 2015 · Private |
| LexisNexis Risk Solutions | Fraud, identity and financial-crime compliance data and analytics: ThreatMetrix, Emailage, IDVerse, Bridger Insight XG and Firco. | API and SaaS platforms (Dynamic Decision Platform, cloud-based RiskNarrative), sold direct and through partners | Subscription or transactional (volume-based) contracts, sold direct and through partners | Not published | 3 | 2008 · Wholly owned business of RELX PLC, which reports it as its Risk segment |
| Jumio | Identity verification platform: ID and selfie checks, liveness and deepfake detection, AML screening and continuous identity monitoring. | SaaS (APIs, iOS and Android SDKs, or a hosted web client); also sold through AWS Marketplace | Annual contracts for a committed number of verification transactions, sold through sales; overages billed per transaction | $37,500 per 12-month contract for 25,000 verifications (Jumio Identity Verification (Jumio Go) — AWS Marketplace — Jumio Go - 25,000 transactions (AWS Marketplace contract)) | 0 | 2010 · Private |
| Persona | Identity verification platform: government ID, selfie and database checks, KYC/KYB, watchlist screening, case review and fraud-ring graphs. | SaaS (cloud platform with API, webhooks and a no-code dashboard; EU data residency available) | Annual platform plans (Essential, Growth, Enterprise) with volume-based pricing for verifications and reports; Essential is self-serve, Growth and Enterprise are quoted by sales | Starting at $250/month minimum contract term of 12 months; templated identity services, self-guided integration, email support (Persona identity platform — Essential) | 0 | 2018 · Private |
| NICE Actimize | Fraud, AML, sanctions screening, KYC, case management and trade surveillance software for banks, on X-Sight and Xceed platforms. | SaaS (X-Sight and Xceed cloud platforms) or on-premises under term licences | Sales-led enterprise contracts: cloud subscriptions with transaction- or usage-based fees, or on-premises term licences, plus professional services | Not published | 5 | 1999 · Business unit of NICE Ltd |
| Hawk | AML transaction monitoring, sanctions and customer screening, fraud prevention and AI investigation agents for banks and payment firms. | SaaS (multi-tenant, multi-cloud) or private cloud | Sales-led enterprise SaaS contracts; modules (AML, screening, fraud) sold separately or together under one contract | Not published | 0 | 2018 · Private |
| Quantexa | Decision Intelligence platform: entity resolution and network analytics for AML, KYC and fraud; Cloud AML SaaS for US mid-size banks. | Enterprise platform licence; SaaS editions run on Microsoft Azure (Cloud AML) and as a Microsoft Fabric workload (Quantexa Unify) | Sales-led enterprise licensing (Quantexa reports 'license revenue'); Cloud AML is sold as SaaS, including through Azure Marketplace | Not published | 2 | 2016 · Private |
| ComplyAdvantage | AML screening, monitoring and payment screening on its own risk data (sanctions, PEPs, adverse media), with AI agents for alert review. | SaaS (cloud-based Mesh platform, API-first); screening and monitoring also listed on AWS Marketplace | Self-service Starter Plan priced by monitored entities (100 to 2,000), billed monthly or annually by card, with an optional flat-fee Agentic AI add-on; Enterprise plan (unlimited usage, payment screening, transaction monitoring) sold through sales | $99 per month billed annually, up to 100 monitored entities (up to 2,000: $319 per month) (ComplyAdvantage Starter Plan (self-service) — Starter Plan Essentials, annual billing) | 0 | 2014 · Private |
| Unit21 | Fraud and AML platform: transaction monitoring, screening, case management and SAR filing, with AI agents that run alert investigations. | SaaS (cloud-based), accessed through Unit21's API and dashboard | Sales-led annual plans for Fraud or AML, plus implementation and support options (Standard or Gold support, Solutions Architect add-on) | Not published | 1 | 2018 · Private and venture-backed |
| SymphonyAI | Financial-crime software for banks: AML transaction monitoring, sanctions screening, KYC, payment fraud and AI investigation agents. | SaaS (cloud-native with evergreen upgrades; listed on Microsoft Azure Marketplace); the KYC platform is also offered as hybrid or on-premises | Sales-led enterprise SaaS subscriptions scoped per institution and module (monitoring, screening, KYC, fraud, agents), with an implementation proposal | Not published | 0 | 2017 · Private |
| Palantir (Foundry and AIP) | Data and AI platforms (Foundry, AIP) that banks configure for onboarding, KYC, customer data and anti-financial-crime work. | Platform licence (Foundry, AIP), deployable in almost any environment through Apollo, often with Palantir engineers embedded | Negotiated enterprise platform contracts, typically delivered with Palantir engineers embedded in the customer's team | Not published | 2 | 2003 · NASDAQ: PLTR |
| Nasdaq Verafin | Cloud financial-crime platform for banks: fraud detection, BSA/AML monitoring, sanctions screening, case management and AI agents. | SaaS (cloud subscription); Agentic AI Workforce also offered as an overlay on third-party systems | Annual SaaS subscription to Verafin's cloud platform, plus professional services; sold through a demo and quote process | Not published | 8 | 2003 · Owned by Nasdaq, Inc. |
| ThetaRay | AI anti-money-laundering software: transaction monitoring, payment and customer screening, customer risk scoring and agentic investigations. | SaaS (cloud, hosted on Microsoft Azure; also listed on Azure Marketplace) | Sales-led SaaS subscription, configured and quoted per institution | Not published | 0 | 2012 · Private |
| Silent Eight | AI agents that investigate and close sanctions, name-screening, adverse-media and transaction-monitoring alerts for banks. | Managed service, customer cloud or on-premises (Iris 7) | Sales-led enterprise contracts, delivered as a managed service, in the customer's cloud or on premises | Not published | 0 | 2013 · Private |
| Fenergo | Client lifecycle management software for KYC, onboarding, screening and AML transaction monitoring, with Fen-AI governed AI agents. | SaaS (built on AWS; also procurable through AWS Marketplace) | Sales-led enterprise SaaS subscriptions (recurring software licence revenue), bought through a demo and quote process; also procurable through AWS Marketplace | Not published | 3 | 2009 · Private |
| Abrigo | Lending, loan review, CECL and AML software for US community and regional banks, with generative and agentic AI assistants added since 2025. | SaaS software plus advisory services; AI features sold as modular add-ons to existing Abrigo products | Sales-quoted software subscriptions and advisory services; AI capabilities sold as modular add-ons to existing Abrigo products | Not published | 2 | 2019 · Private-equity owned: Accel-KKR first invested in 2015 and was the majority investor when funds managed by Carlyle |
* Banks among the 120 largest US banks on this site publicly named as customers, each sourced on the vendor's page. Prices are shown only where the vendor publishes them for the AI product itself; a price for another product (a credit score, a notary plan, contact-centre seats) is listed on the vendor's page, not here. More vendors in this category are being researched.
Private · founded 2011
Feedzai
Sells banks a single AI-native RiskOps platform, rather than point tools, for fraud, scam and AML prevention, extending in 2025-2026 into GenAI scam agents, federated network intelligence and a tabular foundation model for risk decisions.
Private · founded 2020
Sardine
Sells banks, fintechs and merchants one modular platform for fraud prevention and AML compliance, built on device and behavioral signals and a cross-industry data consortium (Sonar), and since 2025 adds AI agents that triage alerts and draft investigation work under human review.
Banks among the 120: none named publicly yet
Private · founded 2015
Alloy
Sells banks, credit unions and fintechs a SaaS identity and fraud prevention platform that orchestrates more than 270 third-party data solutions behind one API, adding its own machine-learning models and, since 2026, an agentic AI Assistant for risk and compliance reviews.
Banks among the 120: Ally, Banc of California, Eastern Bank
NYSE: RELX · founded 2008
LexisNexis Risk Solutions
Sells banks fraud, identity and financial-crime compliance data and decision tools (device and digital-identity risk scoring, email and document checks, sanctions and transaction screening) on subscription or per-transaction contracts, largely built through acquisitions.
Banks among the 120: Cathay Bank, City National, EverBank
Private · founded 2010
Jumio
Sells banks, fintechs, gaming operators and other regulated businesses a SaaS identity platform that checks government IDs against live selfies with liveness and deepfake detection, screens customers for AML, and since 2026 re-scores verified identities over time against its cross-customer Identity Graph.
Banks among the 120: none named publicly yet
Private · founded 2018
Persona
Sells businesses, including banks, fintechs and credit unions, a configurable SaaS identity platform for KYC/KYB onboarding, re-verification, watchlist screening and fraud investigation, priced by plan and volume, and since October 2026 adds AI agents that review identity cases.
Banks among the 120: none named publicly yet
NASDAQ: NICE · founded 1999
NICE Actimize
Sells banks fraud, anti-money-laundering, sanctions-screening, KYC/CDD, case-management and markets-compliance applications on two platforms, X-Sight for large institutions and Xceed for the mid-market, as cloud subscriptions or on-premises term licences, and since 2025 adds agentic-AI investigation features and a cross-institution risk network.
Banks among the 120: KeyBank, Associated, Fifth Third, Valley, Cathay Bank
Private · founded 2018
Hawk
Sells banks and payment firms a modular, cloud-based platform for AML transaction monitoring, screening and fraud prevention that can replace a rules engine or sit on top of one as an AI overlay, adding in 2026 AI agents that investigate AML alerts and review screening hits.
Banks among the 120: none named publicly yet
Private · founded 2016
Quantexa
Sells banks, insurers and governments a Decision Intelligence platform that resolves entities and builds networks across internal and external data for AML, KYC and fraud work, adding a packaged Azure SaaS AML product for US mid-size and community banks (2025) and agentic AI features (2025-2026).
Banks among the 120: BNY, Morgan Stanley
Private · founded 2014
ComplyAdvantage
Sells banks, fintechs, payment firms and crypto platforms a cloud AML platform built on its own sanctions, PEP and adverse-media database, adding screening, transaction monitoring, payment screening and, since 2025, AI agents that clear routine alerts; small firms can buy self-service plans at published prices.
Banks among the 120: none named publicly yet
Private · founded 2018
Unit21
Sells fintechs, sponsor banks, community banks and credit unions one cloud platform for fraud and AML (detection rules, screening, case management and regulatory filing), and since 2025 has rebuilt it around AI agents that investigate alerts and draft SAR narratives for human approval.
Banks among the 120: Sallie Mae
Private · founded 2017
SymphonyAI
Sells banks, insurers and payment firms a modular financial-crime platform (monitoring, screening, KYC, payment fraud, case management) built on the NetReveal software it bought from BAE Systems in 2022, with its Sensa AI unit adding machine-learning overlays and, since 2025, AI agents that draft investigations and SAR narratives; financial services is one of several SymphonyAI industry divisions.
Banks among the 120: none named publicly yet
NASDAQ: PLTR · founded 2003
Palantir (Foundry and AIP)
Sells data-integration and AI platforms with its own engineers embedded at the customer, who build onboarding, KYC, anti-financial-crime and customer-data workflows on the bank's own data and systems.
Banks among the 120: Customers Bank, Citi
NASDAQ: NDAQ · founded 2003
Nasdaq Verafin
Sells banks and credit unions, mostly in North America, a cloud subscription platform for fraud detection, BSA/AML compliance, sanctions screening and investigations built on consortium data from its customer base, and since 2025 a set of AI agents that triage alerts.
Banks among the 120: FNBO, Pinnacle, Busey Bank, United Bank, United Community, OceanFirst, ConnectOne, First Interstate
Private · founded 2012
ThetaRay
Sells banks, fintechs and payment providers a cloud AML platform that uses unsupervised machine learning to flag anomalous transactions and customers, now with an agentic AI layer (Ray) that assembles investigation case files and drafts SAR narratives.
Banks among the 120: none named publicly yet
Private · founded 2013
Silent Eight
Sells large banks AI that sits on top of their existing sanctions-screening and transaction-monitoring systems and investigates, explains and closes or escalates the alerts those systems raise, now packaged as policy-bound AI agents on its Iris 7 platform.
Banks among the 120: none named publicly yet
Private · founded 2009
Fenergo
Sells banks, asset servicers and asset managers SaaS client lifecycle management software (KYC, onboarding, screening, periodic review and AML transaction monitoring), now with embedded governed AI agents (Fen-AI, KYRA), mainly for corporate, institutional and fund clients.
Banks among the 120: U.S. Bank, Northern Trust, State Street
Private · founded 2019
Abrigo
Sells an integrated set of risk, lending, CECL, AML and analytics software to about 2,400 US banks and credit unions, grows by acquisition, and since 2025 has layered generative and agentic AI assistants onto those products.
Banks among the 120: Old National, Seacoast Bank
Do regulators allow banks to use AI for AML?
Yes. FinCEN and the federal banking agencies have encouraged it since a December 2018 joint statement, the AML Act of 2020 created innovation officers and testing standards, and FinCEN's 2026 program proposal would count effective use of AI in assessing a program.
How is AML software priced?
Usually on multi-year enterprise licences scaled to customer or transaction volume, with implementation and data-integration fees. Few vendors publish prices; the comparison table shows a published price only where the vendor's own site lists one.
What is FRAML?
Fraud and AML run on one platform, sharing data, models and case management. Several vendors in this category and in fraud detection sell both.
Which AI AML compliance vendors are compared here?
Feedzai (RiskOps platform for bank fraud, scam and AML prevention: transaction scoring, behavioral biometrics and network intelligence); Sardine (Fraud and AML platform: device and behavioral signals, transaction monitoring, sanctions screening and AI agents for alert review); Alloy (Identity and fraud prevention platform: onboarding KYC/KYB, fraud and login risk scoring, AML monitoring and data orchestration); LexisNexis Risk Solutions (Fraud, identity and financial-crime compliance data and analytics: ThreatMetrix, Emailage, IDVerse, Bridger Insight XG and Firco); Jumio (Identity verification platform: ID and selfie checks, liveness and deepfake detection, AML screening and continuous identity monitoring); Persona (Identity verification platform: government ID, selfie and database checks, KYC/KYB, watchlist screening, case review and fraud-ring graphs); NICE Actimize (Fraud, AML, sanctions screening, KYC, case management and trade surveillance software for banks, on X-Sight and Xceed platforms); Hawk (AML transaction monitoring, sanctions and customer screening, fraud prevention and AI investigation agents for banks and payment firms); Quantexa (Decision Intelligence platform: entity resolution and network analytics for AML, KYC and fraud; Cloud AML SaaS for US mid-size banks); ComplyAdvantage (AML screening, monitoring and payment screening on its own risk data (sanctions, PEPs, adverse media), with AI agents for alert review); Unit21 (Fraud and AML platform: transaction monitoring, screening, case management and SAR filing, with AI agents that run alert investigations); SymphonyAI (Financial-crime software for banks: AML transaction monitoring, sanctions screening, KYC, payment fraud and AI investigation agents); Palantir (Foundry and AIP) (Data and AI platforms (Foundry, AIP) that banks configure for onboarding, KYC, customer data and anti-financial-crime work); Nasdaq Verafin (Cloud financial-crime platform for banks: fraud detection, BSA/AML monitoring, sanctions screening, case management and AI agents); ThetaRay (AI anti-money-laundering software: transaction monitoring, payment and customer screening, customer risk scoring and agentic investigations); Silent Eight (AI agents that investigate and close sanctions, name-screening, adverse-media and transaction-monitoring alerts for banks); Fenergo (Client lifecycle management software for KYC, onboarding, screening and AML transaction monitoring, with Fen-AI governed AI agents); Abrigo (Lending, loan review, CECL and AML software for US community and regional banks, with generative and agentic AI assistants added since 2025). Each has its own page with products, pricing, ownership and the banks among the 120 largest US banks that are named as customers. More vendors in this category are being added as their pages are researched and sourced.
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