Most companies running legacy software assume that adding artificial intelligence means starting over, and that assumption stops many projects before they begin. Rewriting a system that has supported the business for 15 years is expensive, risky, and rarely necessary. In most cases, AI can sit on top of existing software and make it smarter without replacing a single core module.
The key is treating AI as a new layer, not a new foundation. Experienced AI software developers approach legacy environments like a careful renovator approaches an old house: keeping the structure that works and upgrading what surrounds it.
Why Rebuilding Is Usually…
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