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Blog · AI Automation

AI Automation

How enterprises actually deploy AI agents and automation in production — governance, ROI, and what makes pilots scale past a demo.

Data Engineering for AI: Why Most AI Projects Fail Before the Model Even Runs

Most failed AI/automation projects don't fail on the model — they fail on data plumbing. What the data engineering work actually requires.

AI Agents vs. RPA: What's Actually Different, and When to Use Each

RPA and AI agents solve different problems. A practical guide to which one fits a given workflow, and why 'replace RPA with AI' is usually the wrong framing.