Conversational Engine: Defending a Legacy Moat Without the Rebuild
Legacy platform (2M+ MAU) losing users to AI-native competitors. Full rewrite: 18+ months, risking enterprise contracts under SOC2/GDPR. We layered conversational commerce on top. Result: 80% drop in search time, improved retention, enterprise partners retained. Production-ready from day one.

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