Voice Biometrics: Check the Future of Voice Authentication

In this blog series, I will share some of my lessons from my experiences driving AI strategy and implementing path-breaking solutions.

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Major banks have been experimenting with voice banking using AI-based voice recognition for the past few years and have found great success in automating simple services such as making payments, transferring money and reporting stolen or lost credit cards.

Before automation like this was introduced, customers who called into their financial institution’s customer care had to first verify their identity manually with a human agent, which may take maybe 1-2 minutes even before they could explain their problem. Now, the verification process can be automated immediately with voice authentication AI and agents can directly resolve customer issues — thereby improving customer experience.

From booking airline tickets to ordering food to paying bills, voice is a ubiquitous option today, available to consumers everywhere to transact with online vendors. Of course voice assistants like Apple Siri, Google Assistant and Amazon Alexa have popularized the use of voice as a key communication channel for users, particularly when interacting with banking applications and retail-ordering sites.

Today, voice recognition powers many applications ranging from voice-assisted banking, audio transcription, language translation and more. In this blog post, however, I’d like to elaborate on voice recognition technology, particularly for the purposes of user authentication to solve real-world use cases for credit union members.

First question: Is voice authentication a foolproof technology? Where is it applicable?

Nuts and Bolts of Voice Authentication: Definitions

Voice recognition, in the context of authentication, is a technology that uses AI algorithms to convert a person’s voice into signatures in a database. The voice signatures can be dynamically generated or pre-processed from specific phrases spoken by the users.

Voice biometrics is an extension of voice recognition technology that uses additional features such as pitch, tone, and speech patterns to create a voiceprint. Typically, a user consent is taken before capturing voice samples for processing.

Voice authentication is a method of verifying a person’s identity by analyzing their voice using speech patterns, pitch, tone and comparing them against existing voice signatures.

voice authentication image

The figure above shows the process of capturing voice samples as a passphrase with a user opt-in. Once the voice signature is obtained, the Virtual Agent (bot) can trigger the authentication flow to look up the voice signature in the database.

Benefits of Voice Authentication

1. Enhances member convenience.

We’ve found that voice based authentication helps in reducing the time it takes for an agent to verify the caller’s identity by 70%, or less than 14 seconds.

2. Improves member experience.

By verifying a member’s identity over the phone, credit unions can allow members to solve more specific needs like balance transfers, bill payment, resolving card issues or even checking their account balances on the move. Members typically don’t like to deal with human agents or a complex authentication process for simple queries.

3. Eliminates redundant verification.

After the user is authenticated by voice, the call is then transferred to a human agent, where they can be serviced without having to log in again or identify themselves. Repetitive verification is a common challenge in contact centers.

4. It’s cost-effective.

Voice biometrics don’t require special equipment like face recognition cameras or fingerprint scanners.

5. It’s highly secure.

Even if the fraudsters get access to the recorded voice samples of users, with advanced AI, they can be detected as a copy.


Challenges of Voice Authentication

It should be noted, however, that there are a few drawbacks with voice authentication, including:

  • Lower signal-to-noise. The accuracy of voice authentication may drop when the caller’s voice is obstructed by background noise or the caller may be in an open space with poor acoustics.
  • Change in voice. We don’t speak the same way at all times. Due to illness or our emotional state, our voice can change. Hence, the voice sample may not always match the signature in the database.
  • Record and replay. If the voice authentication AI is not built well, it can fail to differentiate or detect a recorded voice from a live voice on the phone.

It’s important to note that the success of voice authentication may vary depending on the demography and specific needs of the financial institution. While there are known technical challenges, the benefits more than make up for the drawbacks. 

Putting these tips into practice, your members will love the convenience and efficiency of voice-based interactions with their favorite credit union.


Read the next post in this series: Discovering the voice of the customer analyzing interactions for insights

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Powering Your Workforce
Internal AI Assistants & Intelligence

Web to Wow
Designing Member-Facing AI Agents

Powering Your Workforce
Internal AI Assistants & Intelligence

📅 Date: April 25, 2025
Time: 10:00 AM – 11:00 AM 

Take your AI skills to the next level by turning the focus inward. Discover how internal AI assistants can empower your teams with real-time answers, content generation, and knowledge support. 

Why You Can’t Miss This Session?

Firsthand look at how Eltropy’s AI Intelligence tools can automate quality assurance and provide compliance-ready evaluations across all member interactions.

TL;DR: Build AI Assistants for employees and AI-based QA tools for supervisors and management.

Session Breakdown:

    • Optimizing Internal AI Strategy Tools, Use cases, and Eltropy’s roadmap for credit unions – Saahil Kamath
    • Hands-On: Configure Your Internal AI Toolkit – Dheeraj Anikar & Anay Deshpande
    • Safe & Smart: Pitfalls to Avoid: Guardrails and governance for internal AI use Rahul B Prakash
    • Q&A + Certification Wrap-Up!

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🎥 Training Video Access
📘 Safe AI eBook
🎁 Exclusive AI Offers (yup, still a surprise!)

Web to Wow
Designing Member-Facing AI Agents

📅 Date: April 22, 2025
Time: 4:00 PM – 5:00 PM 

Begin your AI journey by exploring how Generative AI can transform member engagement. Learn how to build smart, self-updating external AI agents that can ingest your website content and respond to member inquiries across channels like Online Banking and Telephony. 

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You’ll get hands-on with Agentic AI, Retrieval-Augmented Generation (RAG), and prompt engineering—then bring it to life in our interactive BYOB (Build Your Own Bot… with a twist!) session.

TL;DR: Build AI Agents for Website, Online Banking, and Telephony.

Session Breakdown:

  • The AI Landscape Today: What is Generative AI, LLMs, Agentic AI, and RAG?
    Saahil Kamath
  • Hands-On: Build Your Member-Facing Bot
    Dheeraj Anikar & Anay Deshpande
  • Responsible AI in Action: Avoiding pitfalls, hallucinations, and unsafe practices
    Rahul B Prakash
  • Q&A + What’s Next? 

Takeaways:

✅ AI Certification (yes, a real certificate!)
🎥 Training Video Access
📘 Safe AI eBook
🎁 Exclusive AI Offers (psst… it’s a surprise!)

Giants Game – Giants vs. Brewers at Oracle Park

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Secret Food Tour – San Francisco’s Hidden Culinary Gems

Skyline Soirée: Emerge 2025 Opening Night at Cavaña"

Giants Game – Giants vs. Brewers at Oracle Park

📅 Date: April 23, 2025
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Time: 6:00 PM Onwards
📍 Location: Pacific Terrace, InterContinental San Francisco Rooftop

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📅 Date: April 22, 2025
Time: 6:00 PM – 9:00 PM 
📍 Location: Cavaña Rooftop, San Francisco

Kick off Emerge 2025 in style!

Join us for an unforgettable Opening Night Reception at Cavaña Rooftop – one of San Francisco’s most breathtaking venues. Enjoy panoramic views of the Bay, handcrafted cocktails, and an electric atmosphere as you connect with industry leaders, innovators, and fellow attendees before the conference begins.

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Sunset Cruise on the Bay – A Breathtaking Evening on the Water

📅 Date: April 23, 2025
Time: 6:00 PM – 8:30 PM 
📍 Departure: Pier 39

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Feel the ocean breeze, sip on a crafted cocktail, and raise a toast to new connections as you experience San Francisco at its most magical.

Secret Food Tour – San Francisco’s Hidden Culinary Gems

📅 Date: April 23, 2025
Time: 5:30 PM – 6:00 PM 
📍 Location: Meeting point to be revealed upon registration

Indulge in an exclusive Secret Food Tour through San Francisco’s best-kept culinary secrets. From legendary sourdough bread to underground speakeasies and authentic dim sum, this tour will introduce you to flavors that define the city.

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