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Inside AI Wingman: How We Built an AI Assistant That Actually Understands Your Workflows

If you've used AI tools for development or automation, you know the drill: copy your code into a chat window, describe what you're working on, explain the context for the tenth time, and hope the AI generates something close enough to be useful. Then you paste it back, fix the parts that don't fit, and repeat.

We built AI Wingman to eliminate that entire loop. Instead of an AI that lives in a separate window and starts from zero every time, Wingman is embedded directly inside the Falcon Builder workflow editor. It sees your nodes, your connections, your configurations, and your data flow. When you ask it to make a change, it doesn't guess — it knows exactly what your workflow looks like, and it proposes targeted modifications that you review before applying.

This post is a technical walkthrough of how we built it, why we made the architectural decisions we did, and what it means for how you build automation.

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