Twinsoft AI
Twinsoft AI lets organizations extract, author, and deploy Expert Digital Minds for agents, avatars, and entire organizations. Think enterprise-grade AI twins that carry deep domain knowledge and can act on it.
Overview
Twinsoft AI lets organizations extract, author, and deploy Expert Digital Minds for agents, avatars, and entire organizations. Think enterprise-grade AI twins that carry deep domain knowledge and can act on it.
The Challenge
The client had a vibe-coded prototype with the right idea but nowhere near enterprise-ready. The bar was high on two fronts: get the codebase to production quality fast, and match their exceptionally high UI/UX expectations. Two weeks. No shortcuts.
What We Did
We took the client's prototype and turned it into a production-grade, enterprise-presentable MVP in two weeks: refactoring the codebase, integrating LLMs, setting up Terraform infrastructure, and delivering the high-polish UI/UX that let them walk into pilot conversations with large enterprises.
Outcomes
What We Learned
Vibe-coded prototypes carry hidden debt. The logic is often right but the structure isn't production-defensible. The fastest path isn't always a rewrite: triage what to keep, refactor what matters for the demo path, and rebuild the rest properly. Ship the WOW first, clean the rest on the next sprint.
Want outcomes like this?
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