Episodes 15
Avg. Duration 41m
Activity Sporadic
Since Jan 2025
Latest Episode Sep 2025

Publishing Details

Schedule
Monthly
Format
Episodic
Hosting
feed.podbean.com

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About This Podcast

Welcome to The AI Adoption Playbook—where we explore real-world AI implementations at leading enterprises. Join host Ravin Thambapillai, CEO of Credal.ai, as he unpacks the technical challenges, architectural decisions, and deployment strategies shaping successful AI adoption. Each episode dives deep into concrete use cases with the engineers and ML platform teams making enterprise AI work at scale. Whether you’re building internal AI tools or leading GenAI initiatives, you’ll find actionable insights for moving from proof-of-concept to production.

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Recent Episodes

Building deterministic security for multi-agent AI workflows | David Gildea (Druva)

Sep 11, 2025 33m

David Gildea has learned that traditional security models collapse when AI agents start delegating tasks to 50 or 60 other agents in enterprise workflows. As VP of Product for AI at Druva, he's…

Building AI agents that learn from feedback: BigPanda's drag-and-drop system | Alexander Page

Aug 07, 2025 31m

The fastest path to production AI isn't perfect architecture, according to Alexander Page. It's customer validation. In his former role of Principal AI Architect at BigPanda, he transformed an…

From 14 to 14,000 patients: How UCHealth scales healthcare with AI | Richard Zane (UCHealth)

Jul 24, 2025 31m

UCHealth’s healthcare AI methodology currently enables 1 nurse to monitor 14 fall-risk patients, with plans to scale to 140, then 1,400 through computer vision and predictive analytics. Instead of…

How construction companies can leverage AI at scale | Dan Williamson

Jul 10, 2025 29m

The construction industry sits on goldmines of unstructured data that could revolutionize how buildings get built. From thousands of contracts to communication logs spanning 12-36 month building…

Why AI should live in the business unit, not security: Lessons from mobile and cloud transitions | Mandy Andress (Elastic)

Jun 27, 2025 35m

At Elastic, CISO Mandy Andress learned that pragmatic guardrails work better than blanket bans for managing AI adoption across their 3,500-person distributed workforce. Instead, she enables AI tools…

How Yext created AI fact sheets to standardize vendor evaluations | Rohit Parchuri (CISO at Yext)

Jun 17, 2025 45m

At Yext, evaluating every AI tool through a security-first lens sparked comprehensive AI governance frameworks that protect enterprise data without stifling productivity. Rohit Parchuri, SVP &…

AI build vs buy: How do you choose between custom tools vs vendors? | Diamond Bishop

May 29, 2025 49m

What happens when you build AI agents trusted enough to handle production incidents while engineers sleep? At Datadog, it sparked a fundamental rethink of how enterprise AI systems earn developer…

From 0 to 600 custom GPTs in one company: Why creativity beats technology in AI transformation | Michael Domanic

May 19, 2025 48m

How do you achieve 75% weekly active AI tool usage across an enterprise? At UserTesting, it started with a deliberate strategy to foster experimental adoption while maintaining governance guardrails.…

Incident response AI: How do you build an AI that tells you how to fix outages? | Lawrence Jones

May 01, 2025 40m

When technical systems fail at companies like Netflix or Etsy, every minute of downtime can cost millions. That's why incident.io is building AI systems that can automatically investigate and…

LLM-as-a-judge: How Shopify built AI judges that match human reviewers | Spencer Lawrence

Apr 17, 2025 45m

What happens when AI capabilities outpace organizational readiness? At Shopify, this tension has pushed them to develop a practical implementation approach that balances rapid experimentation with…

Enterprise AI security: How MongoDB secured data for 5,000 employees | David Vainchenker

Apr 03, 2025 41m

Forget theoretical planning — MongoDB dove headfirst into AI adoption and let real-world usage guide their strategy. David Vainchenker, Sr. Director of Enterprise Initiatives & Tools at MongoDB,…

From 30% to 99% AI accuracy in production | Allen Jeter (Lattice)

Mar 10, 2025 49m

In this episode of The AI Adoption Playbook, Allen Jeter, Director of IT at Lattice, describes how his team transformed internal operations by strategically implementing AI assistants across multiple…

The AI champion method: Finding internal advocates | Robert Mitchell (WSI)

Feb 14, 2025 44m

What's the secret to successful AI adoption? According to Robert Mitchell, Chief AI Officer at WSI, it's not just about choosing the right tools, but it's about mastering a delicate balance between…

How to build retrieval augmented generation with just 26 lines of SQL | Ian Macomber (Ramp)

Jan 21, 2025 40m

What happens when you enable SQL engineers to build sophisticated AI systems with just 26 lines of code? At Ramp, it sparked a transformation in how they approach AI implementation: instead of…

The company-wide AI hackathon that transformed 1,000 employees in one week | Muskan Kukreja (head of ML and AI at Checkr)

Jan 07, 2025 48m

What happens when you pause all company operations for a week to teach everyone — from marketers to legal teams — how to build AI co-pilots? At Checkr, it sparked an innovation wave from an…

Frequently Asked Questions

How many episodes does AI Adoption Playbook have?

AI Adoption Playbook has published 15 episodes since January 2025, covering topics in Technology.

Is AI Adoption Playbook still active?

AI Adoption Playbook is currently sporadic with new episodes monthly. Average episode length is 41m.

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