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 AI 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 |
| 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 | 4 | 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 | 1 | 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 |
| 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 | 1 | 2019 · Private-equity owned: Accel-KKR first invested in 2015 and was the majority investor when funds managed by Carlyle |
* Banks among the 100 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 100: 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 100: Ally, Banc of California, Eastern Bank
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 100: KeyBank, Associated, Fifth Third, Valley
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 100: 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 100: BNY
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 100: 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 100: 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 100: none named publicly yet
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 100: Old National
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); 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); 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 100 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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