FRAUDFORWARD
#108

ボタンの先へ:エージェント型決済時代の不正行為の解明

12分14秒

詐欺対策の皆さん、こんにちは!Fraud Forward へおかえりなさい!

ここ数か月のあいだ、エージェンティックな決済について、他のどんな話題よりも多く議論してきました。カンファレンスやウェビナー、そして決済・コンプライアンス・不正対策の分野で最も優秀な人たちとの議論を通じて、私には一つはっきりしたことがあります。それは、私たちは問いを間違えているのではないか、ということです。

ほとんどの人は、AIが実際にお金を動かし始めるのかどうかを知りたがっています。

私が何度も立ち返ってしまう問いはこうです。ソフトウェアが意思決定をし始めたとき、不正対策チームはどのように取引を調査すればよいのか?

このソロエピソードでは、最近のマット・ベガ、メアリー・アン・ミラー、マット・ジャニガとの会話から得た洞察をまとめ、エージェント型コマースが不正調査、SAR(疑わしい取引の届出)報告、そして金融犯罪捜査の未来にとって本当は何を意味するのかを掘り下げます。従来の不正検知モデルがなぜ「人間が支払いを開始する」という前提に立ってきたのか、その前提がもはや成り立たなくなっている理由、そしてAIエージェントが顧客に代わって意思決定を行うようになったとき、調査担当者が何を理解しておく必要があるのかについて話します。

技術は変化していくかもしれませんが、優れた不正防止の原則は変わりません。文書化、監査証跡、権限管理、説明可能性、そして強力な取引モニタリングは、エージェント型の支払いが理論から現実へと移行するにつれて、これまで以上に重要になっていきます。

このエピソードでお届けする内容:

  • エージェント型の支払いが、従来の支払い自動化と本質的に異なる理由。
  • エージェンティック・コマースは、不正対策チームの決済不正の調査方法をどのように変えるのか。
  • なぜ監査証跡、アトリビューション、そして説明可能性が不正調査において不可欠な要素になっていくのか。
  • AI が支払い決定プロセスの一部になるにつれて、SAR 報告および AML 調査がどのように進化していく可能性があるか。
  • なぜ規制当局は、イノベーションを減速させるのではなく、安全に実現できるようにすることに重点を置いているのか。
  • 将来に備えるために、すべての不正調査担当者が今日から問い始めるべき3つの質問。

このエピソードは次のような方におすすめです:

  • 不正防止、マネーロンダリング対策(AML)コンプライアンス、調査、または金融犯罪に携わっている方。
  • 疑わしい取引の報告書を作成する、またはSAR報告業務を行う。
  • 不正対策業務、取引モニタリング、または支払い調査を主導する。
  • AI とエージェント型コマースが自社の機関にどのような影響を与えるかを評価している。
  • ルールブックが整うのを待つのではなく、今日からチームで実行し始められる実践的なステップが欲しい。
エピソードノート

エージェント型の決済には、新たな調査フレームワークが必要です

何十年もの間、不正調査は「支払いを開始したのは人間である」という前提から始まってきました。私たちは、誰がログインし、どのデバイスを使用し、どのように認証し、どのような行動を取ったのかを再構築します。

エージェント型の支払いは、そのモデルに疑問を投げかけます。

ソフトウェアが顧客に代わって意思決定を行うようになると、調査担当者は、誰がその口座の名義人かだけでなく、誰がAIエージェントを承認したのか、どのような権限が与えられたのか、その権限の範囲内にとどまっていたか、そしてどのような情報がその判断に影響を与えたのかを把握する必要があります。

それは、不正対策チームにとってまったく新しい調査フレームワークを意味します。

監査証跡は取引履歴と同じくらい重要なものになるでしょう

将来の調査では、取引履歴と同じくらいソフトウェアの履歴に依存する可能性があります。

捜査官は今後ますます次のようなものを必要とするでしょう:

  • エージェントの活動ログ
  • 権限履歴
  • 決定履歴
  • 権限の変更
  • データ入力
  • 人によるレビュー記録

これらの監査証跡は、調査担当者がAIエージェントが特定の支払い判断を下した理由を再構築するのに役立ち、社内レビューおよび規制当局による審査の双方を支援します。

SAR報告は今後も進化し続けるでしょう

現在のSAR報告は、人間の行為者を前提として構築されています。エージェント型コマースが一般的になるにつれて、不審行為報告には、AIが開始した支払い活動、委任された権限、意思決定の経路、確認された証拠、および既知の制約について、より詳細で豊富な記述が含まれるようになると考えられます。

既存のSARプロセスを置き換えるのではなく、エージェント型の支払いは、調査官が複雑な金融犯罪の調査内容をどのように記録し、AMLコンプライアンスをどのように支援するかという範囲を広げていくことになるでしょう。

主なポイント
  • 優れたガバナンスは、依然として優れた不正防止策でもあります。しっかりとした文書化、権限管理、不正対策、取引モニタリング、そしてガバナンスは、効果的な不正防止の土台であり続けます。
  • 準備を始める前に、すべての答えがそろっている必要はありません。まずは次の3つから始めましょう。誰がその行為を承認したのか?どのような権限が与えられていたのか?その行為はその権限の範囲内に収まっていたのか?
  • これら3つの問いは、詐欺調査の実施、支払い詐欺のレビュー、疑わしい取引の報告書作成、マネーロンダリング対策(AML)調査の支援、あるいは単に何が起きたのかを理解しようとする場合など、いずれの場面でも重要になります。
最終的なポイント

エージェンティックな決済は不正調査員に取って代わるわけではありません。私たちが何を調査するのかを変えているのです。

身元確認は依然として重要です。顧客との関係も依然として重要です。しかし、ソフトウェアが金融上の意思決定に関与し始める中で、より良い文書化や強固な監査証跡、慎重に設計されたガバナンス、そして最新の不正防止対策に投資する機関は、規制が追いつくのを待っているだけの機関よりも、はるかに万全の備えができるでしょう。

イノベーションは常にルールブックよりも速く進んできました。私たち詐欺対策に携わる者の役割は、すべての答えを予測することではなく、より良い問いを立て始めることです。

エピソードのリソースとリンク:

つながる:Hailey Windham, CFCS | LinkedIn

「Fraud Forward」ポッドキャストのホスト

サーディンのバンキングコミュニティリード

公認金融犯罪スペシャリスト(CFCS)

2023 クレジットユニオン・ロックスター(CU Magazine)

継続的改善賞(SAFE連邦信用組合、2023年)

2022年 トップ20 プロフェッショナル(40歳未満)、The Sumter Item紙

Episode transcript
A blonde woman in a black blazer smiles slightly against a purple background.
Hailey Windham
00:05
What's up, Fraud Fighters? Welcome back to Fraud Forward. I will first address the elephant in the room. Yes, I am not in my normal podcast studio, am I? No, this week I am in Austin, Texas with Marketing Team with Sardine. So we are just having a great week of strategizing and having great conversations for what's to come. Very exciting time there. But obviously, it's still important to bring you an episode. So I'm very excited to have this conversation alone with myself in a room I'm not familiar with. But glad you guys are here. So thank you so much for showing up. Okay, over the last few months, I've probably said the words agentic payments more than any other topic. You know, talk about them in conferences. I've spoken about them on webinars. I've debated them with some of the smartest people in payments and compliance. And I recently had the opportunity to sit down with Matt Vega during an ACAMS webinar alongside Mary Ann Miller to discuss what agentic commerce means for fraud investigations and SAR reporting. Then I had one of my all-time favorite conversations ever on Fraud Forward with Matt Janiga from Modern Treasury. We started talking about, you know, the payment infrastructure, but somehow ended up talking about where payment or fraud operations are headed over the next decade. And here's what I've realized from that, right? Most conversations about agentic payments, I think, are asking the wrong questions. You know, everyone wants to know, will AI be moving the money? I think the more important question is, how do fraud teams investigate transactions when software starts making decisions? Because that's the world that we're headed towards. And frankly, I don't think we're as far away from that as many people believe. So for decades, we built fraud programs around one very simple assumption that a human initiates the payment. You know, someone logged in, someone clicked submit, someone approved the wire, someone entered the the routing number.
A blonde woman in a black blazer smiles slightly against a purple background.
Hailey Windham
02:08
You know, everything from fraud monitoring to dispute investigations to SAR reporting starts from that assumption. Even our investigations reflected, right? We reconstruct what the customer did, what device they used, where they logged in from, whether they authenticated, whether they changed information beforehand. But agentic commerce challenges that entire investigative model. Because now the customer may not be the one clicking anything. Instead, they've authorized software to act on their behalf, which is a completely different world. So one thing that Matt Vega emphasized during our webinar was something, I think, that gets confused all the time. And it's that automation isn't new. So we've had those reoccurring ACH payments. Autopay, schedule of wires, payroll, you know, the standing instructions. Those aren't agentic. Those are automated. The customer made the decision once. The system repeats it. Agentic systems are different. So they're making decisions. They are comparing prices, negotiating purchases, choosing the merchants, determining timing, moving funds based on goals instead of fixed instructions. That's a massive shift. Because now the software isn't just executing instructions. It's exercising judgment. So the investigation changes. And again, this is the part that fascinates me. Today, if I investigate fraud, I'm asking who logged in? Who clicked the button? Was the customer manipulated? Was the device compromised? Tomorrow, though, my investigation looks different. Now I'm asking who authorized the agent? What permissions did it have? What information was available when it made that decision? Did it stay within its authority? Has its behavior changed? Notice anything? Like, did something change, right? I'm no longer just investigating a customer. I'm investigating the customer and the software acting on their behalf. That's a completely different investigative framework. And one concern, though, that I hear constantly is, so who's responsible? Honestly, identity doesn't disappear. The customer still owns the account. The customer still granted authority. But attribution gets much harder. Marry Ann Miller framed this perfectly during our webinar when she said that, you know, the challenge isn't proving who owns the account. It's reconstructing the decision path. That's why auditability becomes incredibly important. Investigators may soon need, you know, agent logs, permission history, decision history, data endpoints, input, excuse me, authority changes. Think about it. You know, today's investigators rely heavily on that transaction history. But tomorrow's investigations may rely just as much on software history. [Ad Break (5:03): Finally, I'm so happy to share with you all that the Saturday Fraud Strategist is now a podcast. What? Yeah. On top of my weekly newsletter, you could now listen to and watch me talk about my, and hopefully your, favorite topic, fraud strategy. And from time to time, I'll be hosting operators and founders to discuss where the industry is headed and what we, fraud fighters, should pay attention to. I must say, I'm super excited. And if I'm being honest, a bit nervous about all of this. I've been debating with myself whether to start a podcast for ages, but kept putting it off. But now, this teaser is out, so I guess there's no turning back. So, if you want to join me for the ride, head over to Sardinia's website and subscribe now. Are you ready? Am I ready? We'll find out next Saturday.]
A blonde woman in a black blazer smiles slightly against a purple background.
Hailey Windham
06:02
One of my favorite parts of the ACAM's discussion was talking about SARS. You know, current SAR guidance assumes human actors. So, what happens when software becomes part of the story? I don't necessarily think that we, you know, need brand new SAR forms, but I do think that the narratives will evolve. So, imagine writing a SAR that includes an AI agent initiated payment activity, authority granted, scope of permissions, decision path, human review performed, evidence reviewed, known limitations. There's a much richer story there for law enforcement. And honestly, it becomes, you know, it may become necessary because another question emerges then is, who's the suspect? Who's the customer, the fraudster, the person that's manipulating the customer? Or did the agent simply operate exactly as instructed? Those aren't theoretical questions anymore. They are operational questions. So, I will say, though, that Matt Janiga changed the way I think about this. When he came on to Fraud Forward, we actually weren't planning to spend much time talking about AI. We, you know, we started talking about payment infrastructure, modern treasury, APIs, cloud-native banking. Then he said something that I just truly, I can't stop thinking about.
A blonde woman in a black blazer smiles slightly against a purple background.
Hailey Windham
07:17
He reminded me that, you know, Dodd-Frank was written in a world of fax machines, corded telephones and human-staffed call centers. Think about that. You know, our regulatory frameworks, our investigative assumptions, our operational playbooks were built for an entirely different payments ecosystem. Today, money moves instantly. Infrastructure lives in the cloud. Fraud happens in milliseconds. And increasingly, software participates in financial decisions. The infrastructure changed. Now investigations have to also. There's one thing that I appreciated hearing from both Matt Vega and Matt Janiga, the two Matts, and it's that regulators aren't asking, how do we stop innovation? Increasingly, you know, they're asking, how do we enable it safely? Which is encouraging because fraud teams shouldn't wait for that perfect guidance. We already know what good governance looks like. You know, it's documentation, it's explainability, audit trails, authority, management, monitoring. Those principles don't change, right? Only the technology does. So, for those of you that are taking away anything from this or would want to know, like, where to start, I'd begin with three questions. Who authorized the action? What authority was granted? And did the activity remain within those boundaries? Those three questions will matter, whether you're filing a SAR, investigating fraud, answering an examiner, or simply just trying to understand what happened. I honestly think that those three questions become the foundation of fraud investigations over the next decade. So, in closing, right, for this short episode, solo episode, where I just kind of reiterate what I've learned over the last couple of weeks with agentic payments, is that agentic payments aren't replacing, you know, the fraud investigators and how we do things. They're changing what fraud investigators investigate. It's a very important distinction. The customer relationships still exist. Identity still matters. Fraudsters aren't disappearing, but the story behind every transaction is becoming more complex. And institutions that prepare now by, you know, improving documentation, thinking about attribution, and building those stronger audit trails, these are going to be the ones that are in a much better position than the ones waiting for regulators to hand them a playbook of, show me how to do it. And, you know, that's because if there's one thing that we've learned throughout the history of payments, innovation always arrives before the rulebook. Our job isn't to predict every answer. It's to start asking better questions. So, that's it in a nutshell for this week and my thoughts on that. I really just, I felt like it was an important conversation that if I was a newbie fraud person and you started talking to me about agentic payments, I would look at you and say, that's not going to happen anytime soon. But it is. We need to be ready for it and we need to make sure that our institutions are as well. So, that's my food for thought. I am again, sorry for my boring background. Don't worry, we'll get back to our regularly scheduled episodes, right, where I'm in the office. And actually, next week I will be at the ACFE Boston. So, if you're hearing this on Wednesday, come find me and love to have a conversation with you, love to get a picture, love to, you know, just have a nice chit-chat. Excited for that opportunity again for my first ever time at the ACFE Global Conference. I've attended virtually before but never in person. So, this is a real treat for me. Super, super thankful for starting, for setting this up. So, that's it for today. Thanks for joining me for another riveting episode of Fraud Forward. Oh, and please, if you love me, why don't you hit that subscribe button, like the video, do all the things on YouTube that all the podcasters normally say that I'm supposed to say. So, hit that subscribe button because you want to and you want to support me and the show and the efforts. So, anyways, stay vigilant, stay informed, keep moving Fraud Forward. Thanks for listening to Fraud Forward.
A blonde woman in a black blazer smiles slightly against a purple background.
Hailey Windham
11:51
Remember, every conversation, every connection and every insight moves our industry one step closer to stronger fraud defenses. If today's episode sparked an idea, share it with your team or tag me on LinkedIn. I love hearing how you're moving Fraud Forward in your own organization. Until next time, stay curious, stay resilient, keep moving Fraud Forward.