The IDAA Hub Podcast: AI in Finance & Healthcare
Join IDAA Hub as we explore the cutting edge of AI adoption in finance and healthcare. Each week, we bring you conversations with innovators, founders, and industry leaders who are transforming these critical sectors with artificial intelligence. From startup success stories to enterprise implementation strategies, we decode the complexities of AI integration and showcase products making real-world impact. Whether you're a healthcare executive, fintech founder, or AI enthusiast, discover actionable insights on building, scaling, and deploying AI solutions that matter. Hosted by Deepti & Deepak this is your gateway to the future of intelligent healthcare and finance
The IDAA Hub Podcast: AI in Finance & Healthcare
Why Credit Unions Choose a Startup Over a Big Vendor? - Part 2 with Nupur
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Big vendors have the brand name.
The sales team.
The client list.
So why credit unions walk away from all of that — and bet on a startup instead?
Because brand names don't customize for you.
Startups do.
In Part 2 of this IDAA Hub Podcast episode, host Deepti and Nupur Daruka — credit union tech executive with 20+ years in fintech — pull back the curtain on the vendor decisions, ROI frameworks and future predictions that every financial services leader needs to hear but rarely does.
📌 WHAT YOU'LL LEARN:
Why credit unions are increasingly turning to startups over big vendors for AI
The real reason most AI pilots never reach production
Why measuring AI ROI in dollars alone is the wrong framework entirely
Trust + adoption + compliance — the metrics that actually matter
A 3–5 year prediction: AI as decision support, not decision maker
The biggest misconception keeping credit unions stuck in pilot mode
Why AI creates new work rather than eliminating jobs
⏱ CHAPTERS:
20:54 — AI vs. AI: The Fraud Arms Race
21:35 — Why Startups Win: Flexibility Over Scale
22:03 — The Problem with Big Vendors: They Won't Customize for You
22:44 — Customization Was Key — Startups Said Yes, Big Vendors Said No
23:31 — The Real ROI of AI in Finance
24:50 — Trust + Adoption = The True Success Metric
25:15 — Why Most AI Pilots Die Before Reaching Production
25:56 — Compliance as ROI: The Metric Nobody Talks About
26:32 — How Personal AI Use Builds Institutional Trust
27:48 — Models Get Better As More People Use Them
28:12 — Chatbots: Now Standard at Every Financial Institution
29:02 — Where Will AI Be in 3–5 Years for Credit Unions?
29:28 — AI as Decision Support — Not Decision Maker
30:53 — Medium Risk Automated; High Risk Still Needs Humans
31:37 — Future: Integrated, Real-Time, Explainable, Predictive AI
32:54 — Biggest Misconception About AI in Finance
33:51 — Take Calculated Risks in a Controlled Way
35:16 — AI Creates New Work, Not Just Job Losses
36:08 — 2026: The Year of AI Transformation
📧 Connect with IDAAHub
Follow us on:
LinkedIn: https://www.linkedin.com/company/idaahub/
https://www.youtube.com/@IDAAHUB
https://open.spotify.com/show/3V8Vuhqkibej5fUwtwkUMx
https://podcasts.apple.com/us/podcast/the-idaa-hub-podcast-ai-in-finance-healthcare/id1848710327
📧 Connect with Host
Host Deepti Kalghatgi : https://www.linkedin.com/in/deepti-kalghatgi/
🌐 Visit: https://idaahub.com
🔔 Subscribe for bi-weekly conversations on AI in Finance & Healthcare.
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