What the Model Context Protocol changes for business software
MCP gives AI models a standard way to reach your tools and data. Here is why that matters more than another chatbot.
It is easy to talk about AI. It is harder to put it in front of real users every day and own the result. That is why OPTIAI builds its own products alongside client work.
Our products force us to make the trade-offs our clients face: cost per request, latency on a mobile network, privacy expectations, and what happens when the model is wrong.
What we bring back
Every lesson from our own releases becomes a default in client projects — the evaluation sets, the deployment templates, the review checklists. Products are our research, applied.
