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AI Real in Payments, Agentic Workflows Explained

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Summary

NACHA published an article exploring AI adoption in the payments industry, featuring perspectives from Identifee and Nacha Consulting on agentic workflows and automation. The article discusses how financial institutions are using AI for fraud detection and operational efficiency, with AI agents performing tasks with minimal human input.

Published by NACHA on nacha.org . Detected, standardized, and enriched by GovPing. Review our methodology and editorial standards .

What changed

NACHA, the National Automated Clearing House Association, published an informational article discussing AI adoption in the payments industry. The article features perspectives from Kevin Miyamoto of Identifee and Mark Dixon of Nacha Consulting on agentic workflows, where AI agents perform tasks with minimal human input. Examples include using AI prompts to analyze datasets, identify anomalies, and automate reporting tasks like those currently done manually in tools such as Power BI or Tableau.

Financial institutions and payment processors should note that the industry is in an analytical stage regarding AI adoption, using tools in controlled environments before expanding deployment. The article suggests that human workers will transition to roles supervising AI agents rather than performing manual operational tasks directly.

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Apr 13, 2026

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April 13, 2026

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How real is artificial intelligence in the payments space?

“It’s very real, and it’s only going to get much, much better,” said Kevin Miyamoto, Co-Founder and COO of Identifee, a platform that helps financial institutions enhance customer engagement while automating manual tasks. Identifee is also a Nacha Preferred Partner.

While the payments industry is generally proceeding cautiously with AI, Miyamoto said the “next frontier of AI for banks and credit unions really is focused on agentic workflows,” in which human input is minimal as AI agents perform tasks. On Nacha’s Payments SmartCast podcast, Miyamoto used fraud as just one example.

“Today you might have someone manually pulling reports, putting it in Power BI or Tableau or another tool, having to know what to query, sharing those reports over email, and then figuring out, ‘Hey, what do I actually do with this?’” said Miyamoto.

“What’s really great about AI is that with a simple prompt that you can program to run at whatever frequency, you can say, ‘Hey, I want you to look at this dataset or this database and find anomalies,’” and then alert someone or perform an action.

Mark Dixon, AAP, AFPP, APRP, CTP, NCP, Nacha Senior Consultant, said Nacha Consulting is doing more technology assessments in conjunction with the other reviews it performs for clients. What are they seeing?

“A lot of organizations, especially in the financial services space, are in this analytical stage when it comes to AI. They’re starting to use the tools as they can in a more controlled environment and figuring out how can we actually expand that and use them more as we move into the future,” said Dixon.

Miyamoto and Dixon will be among the panelists at the April 28 Smarter Faster Payments 2026 session “AI in Action: Unlocking the Future of Payments Operations.” On the podcast, both acknowledged what Dixon called “the people piece of it—because everyone always gets scared when we talk about AI and how it automates, and the functions it takes over.” But they believe humans will still have important, albeit different, roles.

“The more we mature this, even when we look at it from a payments operational perspective, you’re freeing up resources to have them work on more complex aspects, and you’re leveraging their knowledge in a much more effective way,” said Dixon.

Miyamoto agreed, saying, “The new kind of future role, I think, is going to be people who work side by side with agents and become almost like a taskmaster, if you will.”

Much more was discussed, and you can listen to the complete podcast below.

For details on Smarter Faster Payments 2026, April 26-29 in San Diego, visit the conference website.

Podcast


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Last updated

Classification

Agency
NACHA
Published
April 13th, 2026
Instrument
Notice
Legal weight
Non-binding
Stage
Final
Change scope
Minor

Who this affects

Applies to
Banks Financial advisers
Industry sector
5221 Commercial Banking
Activity scope
Payment processing AI adoption
Geographic scope
United States US

Taxonomy

Primary area
Payments
Operational domain
Compliance
Topics
Artificial Intelligence Financial Services

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