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On this episode of The Chemical Show, Victoria Meyer talks with Kendall Justiniano, Managing Director of Growth Arc Advisors, about the state of AI in the chemical industry. Kendall argues that the “exploratory phase” is over, and the focus must now shift to achieving real business value. They discuss why many companies remain stuck in experimentation mode and what it takes to move beyond isolated pilots to deliver ROI.

The conversation covers key ingredients for effective AI use: governance, connected systems, and building internal expertise. Victoria and Kendall explore practical barriers like security and data silos, outline where ROI is taking shape in commercial and document-heavy processes, and examine how companies can build context-rich systems for long-term competitive advantage.

Topics covered this week:

• AI Maturity Curve: Why has the exploratory phase ended?
• Adoption vs. ROI: Where chemical companies are seeing returns—and where they aren’t
• Generative AI beyond chat prompts: Building connections with data systems
• The Governance Imperative: Data access, security, and responsible experimentation
• Commercial Applications: Sales, marketing, and procurement as major opportunity areas
• Context Layers: Embedding company know-how into AI workflows for differentiation
• Measuring and validating AI performance as systems evolve

Other links:

AI Series by Kendall Justiniano

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