The AI in Business Podcast Fixing Shadow AI and Tool Sprawl in Enterprise Marketing - with Gillian Hinkle of Salesforce
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Feb 3, 2026 Gillian Hinkle, Senior Director of Growth & Digital Marketing for Heroku at Salesforce, brings enterprise growth and data-driven AI experience. She breaks down tool creep and how to pick the right projects. She clarifies automation versus generative and agentic systems. She stresses human-in-the-loop design, tighter data governance, and starting with narrow, high-impact marketing workflows like lead qualification and handoffs.
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Differentiate AI Types And Data Needs
- Distinguish automation, generative AI, and agentic systems to match use cases correctly.
- Clean, compliant data is foundational for any AI capability to succeed.
Define Automation Versus AI Up Front
- Clearly define what counts as automation versus AI before scaling to avoid governance gaps.
- Train teams on differences so expectations and controls match tool risk profiles.
Human-in-the-Loop For Generative Tools
- Treat generative AI as a tool with guardrails and humans in the loop for evaluation.
- Combine automation, generative, and agentic tools thoughtfully rather than assuming one fits all.