Cien Zhang spent four and a half years at Meta working across product analytics, AI infrastructure, AI-for-product adoption, and business impact measurement. The lesson was uncomfortable and clarifying: even inside one of the most advanced technology companies in the world, the bottleneck was rarely the model. It was the missing system context, the product alignment, the operational layer needed to make AI actually change how teams work.
Before Meta came Capital One and PwC — financial services, enterprise operations, client-facing problem solving. That grounding shaped how they think as a founder. Technology only matters when it connects to a real business pain, a clear buyer, and a measurable outcome. They have seen both sides: how large enterprises actually make decisions, and how technical systems have to be translated into business value before anyone will pay for them.
The problem Topaas.AI is solving comes directly from that operating experience. The market expects AI agents to turn a hundred engineers into three. In real enterprise environments, the improvement is closer to twenty or thirty percent. The reason isn't model capability — it's that large legacy codebases carry years of hidden business logic, dependencies, and production risk that no agent can see.
So they are building Laplace Engine: a codebase data engine that turns legacy code into agent-readable system intelligence. Not another coding assistant, but the infrastructure layer that lets coding agents work on real enterprise systems.
What makes their founder path unusual is that it is neither purely technical nor purely commercial. Their whole career has been spent translating complex data, AI, and infrastructure work into product strategy, GTM execution, and measurable ROI — which is precisely the skill this market demands.
One belief drives the work: the companies that win the next decade won't be the ones that simply adopt AI tools. They'll be the ones that rebuild their internal systems around AI-native intelligence. Topaas.AI intends to be the layer that makes that transition possible.