Anti-money laundering work is inherently demanding — you're expected to analyze complex transaction patterns, write airtight suspicious activity reports, stay current on evolving typologies, and document everything to regulatory standards, often under tight deadlines. ChatGPT can't replace your judgment or access your institution's data, but it can dramatically accelerate the cognitive heavy lifting: structuring your SAR narratives, explaining regulatory frameworks in plain language, drafting policy summaries, and helping you think through case logic. These 35 prompts are built around the actual daily workflows of AML and financial crimes analysts, giving you a practical toolkit to work faster without cutting corners.
Transaction Monitoring & Alert Review
Prompt 1: Structuring Alert Disposition Logic
I'm reviewing a transaction monitoring alert for a business customer that triggered on structuring behavior — multiple cash deposits just under $10,000 over a 10-day period. The customer is a retail convenience store. Walk me through a logical framework for evaluating whether this activity is consistent with the business profile or warrants escalation. What factors should I weigh and in what order?
This prompt helps you build a repeatable mental framework for alert dispositions rather than approaching each one from scratch, which is especially useful when working through high-volume alert queues.
Prompt 2: Identifying Red Flags in Transaction Patterns
Here are the characteristics of a transaction pattern I'm reviewing: [describe pattern — e.g., frequent round-dollar wire transfers to foreign counterparties, followed by rapid outbound transfers to multiple domestic accounts within 24 hours]. Based on known AML typologies, what red flags does this pattern suggest? What money laundering methods or criminal activities could this be consistent with?
Using ChatGPT to cross-reference a pattern against typology knowledge helps ensure you're not missing a connection that your institution's alert logic might not have flagged explicitly.
Prompt 3: Writing Alert Disposition Notes
Help me write a professional, concise alert disposition note for the following scenario: [describe the alert and key facts]. The activity was reviewed and determined to be consistent with the customer's known business profile. The note needs to clearly document why the alert is being closed without escalation, citing the relevant factors considered.
Well-written disposition notes are critical for audit trails — this prompt helps you produce consistent, defensible documentation even when the alert is a clear false positive.
Prompt 4: Comparing Activity Against Peer Benchmarks
I'm reviewing alerts for a customer classified as a money services business. Explain what typical transaction behavior looks like for legitimate MSBs, including expected volume ranges, counterparty types, and common operational patterns. I want to understand what "normal" looks like so I can better evaluate whether flagged activity is anomalous.
Understanding what legitimate activity looks like for a given customer segment is foundational to good alert review, and ChatGPT can rapidly synthesize that contextual knowledge.
Prompt 5: Drafting an Alert Escalation Summary
Write a brief internal escalation summary for a transaction monitoring alert I'm forwarding to a senior investigator. The key facts are: [insert facts — customer type, account activity, red flags identified, prior account history if relevant]. The summary should be 150–200 words, factual, and structured so the reviewer can quickly understand why this warrants further investigation.
Clear escalation summaries reduce back-and-forth with senior analysts and ensure the handoff is efficient and well-documented.
Suspicious Activity Reports (SARs)
Prompt 6: Drafting a SAR Narrative
I need to write a SAR narrative for the following case: [describe the subject, the suspicious activity, the time period, the accounts involved, and any known red flags or connections]. The narrative should be factual, chronological, and written in the third person. It should clearly articulate why the activity is suspicious without drawing legal conclusions. Draft a narrative of approximately 400–600 words.
SAR narratives are often the most time-consuming part of the filing process — this prompt gives you a strong first draft to refine rather than starting from a blank page.
Prompt 7: Strengthening a Weak SAR Narrative
Here is a SAR narrative I've drafted: [paste narrative]. Review it and identify any weaknesses — areas where the suspicious activity isn't clearly articulated, where the logic is unclear, where important facts seem to be missing, or where the language could be more precise. Then suggest specific improvements.
Using ChatGPT as an editorial reviewer helps you catch gaps in your own reasoning before the filing goes to compliance review.
Prompt 8: Explaining the "Why Suspicious" Element
I'm writing a SAR for activity that involves layering through multiple shell company accounts. Help me articulate clearly and compellingly why this specific pattern — [describe it] — is suspicious from an AML perspective. I want the narrative to make the suspicion obvious to a reader who isn't an AML specialist, such as a law enforcement reviewer.
FinCEN and law enforcement readers need to immediately grasp why activity is suspicious — this prompt helps you write for that audience, not just for your compliance team.
Prompt 9: Reviewing SAR Filing Thresholds and Requirements
Explain the SAR filing requirements for [institution type — e.g., a bank, an MSB, a broker-dealer] under FinCEN regulations. What are the mandatory filing thresholds, the timeframes for filing, the continuation SAR rules, and the key fields that must be completed accurately? Are there any common compliance errors institutions make in SAR filings?
This is a quick regulatory refresher that's especially useful when you're working on a filing type or institution context you don't encounter every day.
Prompt 10: Drafting a SAR Continuation Narrative
I need to file a continuing SAR on a subject for whom we previously filed [X months ago]. The original suspicious activity involved [brief description]. Since then, the following additional activity has occurred: [describe new activity]. Write a continuation SAR narrative that references the prior filing, summarizes the original activity briefly, and focuses primarily on describing the new suspicious activity and why it continues the pattern.
Continuation SARs require a specific structure — this prompt helps you maintain consistency and avoid redundancy while capturing the full picture.
KYC & Customer Due Diligence
Prompt 11: Building a CDD Review Checklist
Create a comprehensive Customer Due Diligence (CDD) review checklist for [customer type — e.g., a privately held import/export company with international wire activity]. The checklist should cover identity verification, beneficial ownership, business purpose validation, expected transaction activity, source of funds, adverse media review, and any enhanced due diligence triggers specific to this customer type.
Having a structured checklist prevents CDD reviews from being inconsistent across analysts and ensures nothing critical is overlooked.
Prompt 12: Writing an Enhanced Due Diligence Summary
Help me write an Enhanced Due Diligence (EDD) summary for the following high-risk customer: [describe customer — business type, ownership structure, jurisdictions involved, products used, transaction volumes]. The summary should document the customer's profile, the risk factors that triggered EDD, the additional information gathered, and a final risk assessment with recommended monitoring approach.
EDD summaries need to be thorough and defensible — this prompt helps you structure them consistently across different high-risk customer types.
Prompt 13: Drafting Outreach for KYC Information Requests
Write a professional customer outreach email requesting updated KYC documentation from a business customer. We need: proof of business registration, updated beneficial ownership information, and explanation of a recent change in transaction activity. The tone should be professional but not alarming, and the email should clearly explain why this information is needed and the deadline for response.
Customer-facing KYC outreach needs to be tactful and precise — this prompt produces a professional draft that you can customize.
Prompt 14: Assessing Beneficial Ownership Complexity
I'm reviewing the beneficial ownership structure of a corporate customer that has [describe structure — e.g., three layers of holding companies across two jurisdictions, with one entity registered in a secrecy jurisdiction]. Explain what AML risks this ownership structure presents, what additional due diligence steps I should consider, and what red flags might indicate this structure is being used for obfuscation rather than legitimate business purposes.
Complex ownership structures are a major AML risk area — this prompt helps you think through the risks systematically rather than relying on instinct alone.
Prompt 15: Explaining PEP Risks and Due Diligence Requirements
A new customer has been identified as a Politically Exposed Person (PEP) — specifically, a former government minister from [country]. Explain what enhanced due diligence obligations apply to PEP customers, what specific risk factors I should assess, what source of wealth documentation I should request, and how ongoing monitoring for PEP customers typically differs from standard customers.
PEP cases often require analysts to apply frameworks they don't encounter every day — this prompt delivers a structured refresher on the requirements.
Regulatory Compliance
Prompt 16: Summarizing a New Regulatory Guidance Document
Summarize the key AML compliance implications of [regulation or guidance — e.g., FinCEN's updated beneficial ownership rule under the Corporate Transparency Act, or a recent FATF guidance document]. What are the main new obligations? What changes should financial institutions make to their AML programs? What are the key compliance deadlines?
Regulatory guidance documents are often dense and lengthy — this prompt gives you a digestible summary you can use to brief your team or update your own knowledge.
Prompt 17: Drafting a Regulatory Change Impact Assessment
Help me draft a brief regulatory change impact assessment for [specific rule or guidance]. The assessment should cover: what the regulation requires, which parts of our AML program are affected, what policy or procedure changes may be needed, and recommended next steps for compliance. Format it as a structured memo suitable for sharing with a compliance officer.
Impact assessments are a core deliverable when new regulations drop — this prompt gives you a structured starting point.
Prompt 18: Explaining BSA/AML Program Pillars
Explain the five pillars of a BSA/AML compliance program as required under U.S. federal regulations. For each pillar, describe what it requires, what a well-functioning version looks like in practice, and what common deficiencies examiners tend to cite. This is for training purposes for a new analyst joining our team.
This prompt is invaluable for onboarding new team members or refreshing your own foundational knowledge before an exam or audit.
Prompt 19: Preparing for a Regulatory Examination
Our institution is preparing for an AML examination by [regulator — e.g., OCC, FDIC, FinCEN]. Outline the key areas examiners typically focus on, the types of documentation and evidence they commonly request, and the most frequent findings or criticisms that emerge from AML exams at [institution type]. What should our team prioritize in the weeks leading up to the exam?
Exam preparation benefits enormously from structured, comprehensive checklists — this prompt helps you build one tailored to your specific regulatory context.
Prompt 20: Comparing AML Requirements Across Jurisdictions
Compare the AML/CFT requirements for financial institutions in the United States, the United Kingdom, and the European Union. Focus on key differences in SAR/STR filing obligations, customer due diligence standards, beneficial ownership requirements, and the role of the national financial intelligence unit in each jurisdiction. I'm preparing for a role that involves cross-border compliance work.
AML analysts working on correspondent banking, international wire activity, or global compliance programs need cross-jurisdictional knowledge — this prompt synthesizes it efficiently.
Case Documentation & Investigation Records
Prompt 21: Writing an Investigation Case Summary
Help me write a formal investigation case summary for the following matter: [describe the subject, the activity investigated, the timeline, the accounts and entities involved, the evidence gathered, and the conclusion reached]. The summary should be structured for inclusion in a case management system and should be clear enough for a reviewer with no prior knowledge of the case to understand the full picture.
Well-structured case summaries are essential for audit trails, regulatory examinations, and handoffs — this prompt ensures yours are complete and clear.
Prompt 22: Documenting a Case Closure Decision
I'm closing an AML investigation without filing a SAR. The key facts are: [describe investigation and conclusion]. Help me write a case closure memo that documents the activity reviewed, the analysis performed, the reasons the activity was determined not to be suspicious or not to meet the SAR filing threshold, and the basis for that conclusion. The memo should be defensible to a regulatory examiner.
Case closure documentation is just as important as SAR filings from a compliance perspective — this prompt helps you document your reasoning rigorously.
Prompt 23: Creating an Investigation Timeline
I need to organize the following events into a clear chronological investigation timeline: [list events, dates, and relevant details]. Format this as a structured timeline table with columns for date, event description, accounts/entities involved, and significance to the investigation. This will be used as a supporting exhibit in a case file.
Timelines are powerful investigative tools — this prompt quickly transforms raw notes into a structured exhibit.
Prompt 24: Drafting a Law Enforcement Referral Summary
Help me draft a summary document to accompany a law enforcement referral for the following matter: [describe the suspicious activity, the subject, the accounts, the financial flows, and the predicate offense suspected]. The summary should be factual, concise, and organized to help law enforcement quickly understand the financial crime elements of the case.
Law enforcement referrals require a different writing style than internal documentation — this prompt helps you translate your case file into a format investigators can act on.
Prompt 25: Reviewing Documentation for Completeness
Review the following list of documents in my AML investigation case file: [list documents]. Based on best practices for AML case documentation and what a regulatory examiner would expect to see, identify any gaps. What additional documentation, analysis, or evidence should I add before closing this case?
This prompt functions as a pre-close quality check, helping you catch documentation gaps before they become exam findings.
Investigations & Escalations
Prompt 26: Analyzing a Money Laundering Typology
Provide a detailed explanation of the trade-based money laundering (TBML) typology. How does it work mechanically? What are the common red flags in customer activity and documentation? What industries and transaction types are most frequently exploited? What should an AML analyst look for when reviewing a customer involved in international trade finance?
Deep typology knowledge makes you a better investigator — this prompt delivers a structured education on specific schemes you might encounter.
Prompt 27: Structuring a Complex Investigation
I'm investigating a complex case involving multiple related entities, shared beneficial owners, and layered fund flows across several accounts. Suggest a structured investigation methodology for this type of case. How should I organize my analysis? What investigative steps should I take in sequence? How do I document connections between entities and financial flows effectively?
Complex multi-entity cases can quickly become disorganized — this prompt helps you approach them with a clear methodology.
Prompt 28: Identifying Predicate Offenses
Based on the following suspicious activity pattern: [describe activity], what predicate offenses might this activity be consistent with? Walk me through the reasoning for each possible predicate, and explain what additional evidence I might look for in the case file that would help narrow down the most likely criminal activity underlying the financial flows.
Connecting suspicious financial activity to specific predicate offenses strengthens both your SAR narratives and your investigative conclusions.
Prompt 29: Preparing for a Case Review Meeting
I'm presenting a complex AML investigation to senior management and the compliance officer for a disposition decision. Help me structure a 10-minute verbal presentation of the following case: [describe key facts]. What should I cover first? How do I present the evidence of suspicious activity most clearly? What questions should I anticipate and prepare to answer?
Preparing for case review presentations improves both your communication skills and the quality of decisions made on complex cases.
Prompt 30: Evaluating Sanctions Exposure
A customer's wire transfer activity involves counterparties in [jurisdiction]. Explain the OFAC sanctions considerations relevant to transactions with entities or individuals in this jurisdiction. What screening steps should be taken? What are the potential exposure risks if a sanctioned party is involved? What does a proper sanctions escalation process look like?
Sanctions screening intersects with AML investigations regularly — this prompt gives you a structured framework for evaluating that exposure.
Professional Development
Prompt 31: Preparing for the CAMS Exam
I'm studying for the ACAMS CAMS certification exam. Create a structured 8-week study plan that covers the main topic areas tested on the exam: money laundering methods and trends, the international AML/CFT framework, building and managing an AML compliance program, conducting and supporting investigations, and anti-corruption. Include recommended study activities and how to allocate time across topics.
The CAMS exam is the most recognized credential in the field — this prompt gives you a personalized study roadmap rather than a generic one.
Prompt 32: Explaining Emerging Typologies for Skill Development
Explain the AML risks and red flags associated with cryptocurrency and virtual asset transactions. How do criminals exploit virtual assets for money laundering? What are the key indicators an AML analyst should look for when a customer has known virtual asset activity? How do blockchain analytics tools assist in tracing illicit funds?
Virtual asset expertise is increasingly expected of AML analysts — this prompt rapidly builds your knowledge base on this evolving area.
Prompt 33: Preparing for an AML Analyst Job Interview
I have an interview for a senior AML analyst role at a large regional bank. Generate 15 technical interview questions I'm likely to be asked, covering transaction monitoring, SAR filing, KYC/CDD, regulatory knowledge, and investigation methodology. For each question, provide a brief outline of what a strong answer should include.
Interview preparation is dramatically more effective when you practice with realistic questions — this prompt builds a customized prep guide.
Prompt 34: Writing a Performance Self-Assessment
Help me write a professional performance self-assessment for my annual review as an AML analyst. My key accomplishments this year include: [list 4–6 accomplishments — e.g., reduced alert backlog by X%, led a training session on new typologies, identified a complex SAR case that was referred to law enforcement]. The self-assessment should be results-oriented, specific, and written in a professional tone suitable for a formal HR process.
Self-assessments are often written quickly and without enough impact — this prompt helps you frame your contributions compellingly.
Prompt 35: Building a Personal Learning Plan
I'm an AML analyst with three years of experience in retail banking and I want to move into a financial crimes investigations role at a larger institution or law enforcement liaison function. Create a personalized professional development plan for the next 12 months. Include certifications to pursue, skills to develop, knowledge gaps to address (especially in complex investigations and emerging financial crime typologies), and networking or visibility activities that would strengthen my candidacy.
Career advancement in financial crimes is highly credential-driven — this prompt creates a structured roadmap rather than a vague list of suggestions.
These 35 prompts are designed to meet you where the real work happens — in the alert queue, in the case file, at the SAR drafting stage, and in the moments when you need to think through a complex investigation clearly and quickly. The more specific you are when you use them, the better the output: replace the bracketed placeholders with actual details from your cases, and treat ChatGPT's responses as a starting point that your expertise refines, not a finished product.
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