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AI on the shop floor only creates value when it is grounded in live context and governed by the people who own the process. Without context, AI guesses. Without guardrails, it gets blocked.

Most factories don’t need another data lake or MES - they need architecture that understands how their plants actually run. A live context layer connects assets, processes, and data across legacy systems, creating one operational model that evolves with the work. This is how brownfield manufacturers modernize without rebuilding from scratch.

The systems that once powered production can’t keep pace with the speed of innovation. Operators, engineers, and quality leads juggle siloed tools to make sense of what’s happening now, while architecture lags behind. When architecture adapts, brownfield plants learn faster and improve without chaos.