We transformed a client from MongoDB + Pinecone ($12K/month) to PostgreSQL + pgvector ($800/month). Same performance, 94% cost reduction, zero downtime. Your modernization starts with a clear assessment and ends with a production AI-native system.AI-first product engineering builds your product with AI at the core u2014 RAG systems, AI agents, and intelligent automation u2014 not bolted on later. An AI-first team ships production-ready features 10-20X faster, typically launching an MVP in 6u20138 weeks. Built for founders and teams who want AI to be a core capability, not an afterthought.