What we’ve learned from 1000+ AI camera installations in 2025 and $25M+ in savings thus far: Unexpected variables that make or break meaningful ROI

  • What are common ways vision projects fail on the plant floor, from pilot to production?
  • How is AI vision in 2025 fundamentally different from what was possible even just 2 years ago?
  • What deployment strategies actually work in production environments in this “brave new world”?

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