Picture of Saahil Kamath

Saahil Kamath

VP of Products

Quick Overview

In our previous post, we introduced AI Voice Agents and showed how they’re replacing the frustrating IVR experience with empathetic, conversational interactions. We explored the problem – endless menus, high abandonment rates, and stripped-away humanity – and introduced the solution: generative AI Voice Agents that listen, understand, and act.

But how do they actually work? What makes them different from the scripted bots and basic automation of the past? In this post, we’ll dive into the technology that powers this transformation and explore the real-world capabilities that are changing member service forever.

The Agentic AI Way

The biggest leap forward is the rise of agentic AI. This goes beyond conversational ability.

Agentic AI Voice Agents are:

Goal-oriented: They complete tasks on behalf of the member, from disputing a charge to resetting a password.

Autonomous: They operate across multiple systems – digital banking platforms, card management, CRM – without human intervention.

Proactive: They anticipate needs, such as alerting a member to unusual activity before the member even calls.

Self-improving: They learn from outcomes, refining accuracy and personalization with every interaction.

This is not another wave of bots. It is the rebirth of voice itself. Generative and agentic AI have unlocked the ability to combine scale, intelligence, and empathy in ways IVRs never could.

For community financial institutions, this shift is transformational. Instead of delivering frustration, voice interactions now deliver reassurance, trust, and resolution – the very things consumers value most from their community bank or credit union.

What Makes This Possible

What makes today’s Voice AI different from the scripted bots of the past?

  • Breakthrough accuracy: Modern speech-to-text models achieve word error rates below 5 percent in natural conversation, rivaling or exceeding human transcription.
  • Contextual memory: Large language models (LLMs) retain context across a full conversation, enabling Voice Agents to handle complex, multi-step requests without losing track.
  • Real-time intelligence: Agentic AI doesn’t just respond. It can reason, take actions, and trigger workflows across core banking, CRM, and authentication systems.
  • Secure and compliant: With voice biometrics, two-factor authentication, and middleware integration, Voice Agents can safely perform sensitive tasks like account lookups, transfers, or fraud alerts.

From IVR to AI-VR: The Rebirth of Voice AI

In the 1990s, IVRs arrived with bold promises: efficiency, automation, and faster service. For banks and credit unions, it looked like the future. The reality was different. Instead of simplifying, IVRs often added friction. Instead of delighting members, they created distance.

Generative AI has flipped the script. What IVRs once promised, AI Voice Reality (AI-VR) delivers:

  • The scale of automation without sacrificing empathy
  • The ability to handle thousands of calls simultaneously while treating each member as an individual
  • A system that listens, understands, and acts instead of forcing the member to adapt to it

This is not about automation for cost savings. It is about humanizing automation at scale.

We are witnessing a rebirth of voice technology – from IVR (Interactive Voice Response) to AI-VR (AI Voice Reality). For the first time, the promise of simple, seamless, human-like service is being fulfilled.

Real-World Use Cases

How does this work in practice? Here are just a few examples of what AI Voice Agents can handle:

Lost or Stolen Cards
A member calls at midnight about a missing debit card. The Voice Agent authenticates them instantly, reviews recent transactions, freezes the card, and orders a replacement – all in one seamless conversation.

Loan Inquiries
A member asks about auto loan rates. The Voice Agent checks their account history, provides personalized rate quotes, explains terms, and can even start the pre-qualification process on the spot.

Fraud Alerts
The system detects unusual activity and proactively calls the member. The Voice Agent explains the suspicious transaction, confirms whether it’s legitimate, and can immediately lock the account if needed.

After-Hours Support
Members don’t wait until business hours anymore. Whether it’s checking a balance, disputing a charge, or updating contact information, AI Voice Agents provide full-service support 24/7.

Account Management
From password resets to address changes, from setting up alerts to scheduling appointments – routine tasks that once required a live agent are now handled instantly, accurately, and securely.

Each interaction is natural, contextual, and tailored to the individual member. No menus. No transfers. No repeating information. Just conversation and resolution.

Ready to see it in action? Schedule a personalized demo to experience how AI Voice Agents can transform your member service.


In our final post, we’ll explore the strategic impact of AI Voice Agents – how they drive growth, build brand identity, and transform member relationships beyond just operational efficiency.

About the Author

Saahil Kamath is VP of Products at Eltropy and the former co-founder and CTO of Marsview.ai, a Silicon Valley-based API platform for voice and chat intelligence that earned the “Best Use of AI in Fintech” award in 2021 before being acquired by Eltropy in 2022. A passionate innovator, Saahil is recognized as one of Fintech’s most trusted voices, shaping the future of AI-powered communication and intelligent automation.