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Enterprise UXAI/MLLegacy ModernizationEnterprise ArchitectureDigital Transformation

How to Add AI to Legacy Enterprise Software (Safely & Incrementally)

Most enterprises run on legacy systems and can't rebuild. Learn the 5-phase framework for adding AI incrementally—overlay layers, microservices, and human-in-the-loop controls. Real upgrade path from AI readiness audit to core modernization without disrupting operations.

Simanta Parida
Simanta ParidaProduct Designer at Siemens
18 min read
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Simanta Parida

About the Author

Simanta Parida is a Product Designer at Siemens, Bengaluru, specializing in enterprise UX and B2B product design. With a background as an entrepreneur, he brings a unique perspective to designing intuitive tools for complex workflows.

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