---
title: "Podcast Ep 25: Unlocking ROI from AI"
description: Explore how chemicals and materials companies can unlock ROI from AI initiatives from a conversation with Kendall Justiniano on The Chemical Show.
---

[Growth Arc Newsletter](https://www.growth-arc.com/articles)

# [Podcast Ep 25: Unlocking ROI from AI](https://www.growth-arc.com/articles/ep-25-unlocking-roi-from-ai)

 Written by [Kendall Justiniano](https://www.growth-arc.com/articles/author/kendall-justiniano) | 01 September

### **- My Appearance on The Chemical Show - [Listen Here](https://open.substack.com/pub/materialgrowth/p/ep-25-unlocking-roi-in-chemicals)**

AI adoption is the easy part. Almost every chemicals and materials company brought AI on board this past year. The question now is which of those initiatives actually returns something, and why so many stall at the chat prompt. In this conversation from The Chemical Show, Kendall Justiniano and host Victoria Meyer get into what separates AI adoption from AI ROI.

### **What we cover:**

- Why adoption is not the same thing as ROI, and why that gap is 2026's real work
- The progression that unlocks scale: chat, to AI working across a folder of documents, to AI connected to your CRM, ERP, and contract systems
- Why AI lives *next to* your organization rather than inside any one system
- The three-part architecture underneath a real capability: governance, connected systems, contextual layers
- How contextual layers become confidential, model-independent sources of competitive advantage
- The validation discipline that tells you whether an AI initiative is trustworthy: methodology, architecture, and how it was validated
- Why hallucination is mostly an artifact of the chat prompt, not of well-built systems

### **Who it's for:**

General managers, C-suite, and commercial and innovation leaders in chemicals, specialty chemicals, oil and gas, metals, and adjacent process industries who have adopted AI and are now deciding where it actually earns its keep.

**Links:**

- [Kendall Justiniano on LinkedIn](https://www.linkedin.com/in/kendalljustiniano):
- The Article the Prompted this Episode: [AI: The Exploratory Phase is Over](https://www.growth-arc.com/articles/ai-the-exploratory-phase-is-over)
- [Perspectives on AI](https://www.growth-arc.com/articles/tag/ai-digital) from Growth Arc Advisors 
    - Kendall is publishing a future series on how executives should think about AI. [Subscribe here](https://www.growth-arc.com) to get each new piece.
- [The Chemical Show](https://thechemicalshow.com)
- [Victoria Meyer on LinkedIn](https://www.linkedin.com/in/victoria-king-meyer/)
- [Video Replay of this episode](https://thechemicalshow.com/unlocking-roi-with-ai-in-chemicals-insights-from-kendall-justiniano/)
- [Surviving the Chemical Downcycle w/ Kendall Justiniano](https://thechemicalshow.com/surviving-the-chemical-down-cycle-strategies-for-sustainability-and-innovation/) Kendall's past episode on the show

Until next week,

Kendall -

<https://www.growth-arc.com/bios>  
[Find me on LinkedIn](https://www.linkedin.com/in/kendalljustiniano/) or [Book a 1:1 call](https://www.growth-arc.com/meetings/kendall-justiniano)  
Not a subscriber yet? [Subscribe here](https://www.growth-arc.com/subscribe)

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