What patterns have you seen deliver the highest adoption in AI-driven workflows?

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3 Answers

AI Product Management

Rupali Jain

Optimizely Chief Product Officer • 2mo

Few patterns stand out from what I've seen across our customer base and our own product development: AI in the flow. The highest adoption happens when AI is embedded in the existing workflow. The moment you make someone leave their workflow to use AI, adoption craters. Meet people where they already work. You can absolutely change how they work, but to do that, they need to still find / "discover" what you have to offer Transparent explanations. Users adopt AI faster when they can see why it's r ...Read More

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Anushka Anand

Salesforce Director of Product Management, Tableau Next • 2mo

Trust is the unlock. The AI workflows I've seen get real adoption all have one thing in common — users understood what the agent was doing and why, before they were asked to rely on it. Concretely that means showing your work. Letting users see how the agent reasoned, what plan it's executing, where it's confident versus uncertain. And giving people a way to calibrate and test before they go fully autonomous — so trust is earned incrementally, not assumed. The other big pattern is that workflows ...Read More

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Sheila Hara

Barracuda Networks Sr. Director, Product Management • 3mo

At a high level, I believe: Adoption = Tooling × Behavior Change × Workforce Enablement 1. AI embedded inside existing workflows (not a destination tool) The single strongest adoption driver is in‑context AI—where AI shows up exactly where work already happens (IDE, PR review, Outlook, Jira, Teams), not as a separate app or “go try this” experience. Forbes and Prosci both highlight that asking users to switch tools or craft prompts creates friction and abandonment. [forbes.com], [prosci.com] Mic ...Read More

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