Every day, millions of people ask Claude, GPT, Gemini, and local models questions about companies and markets. Great insights are generated. Tomorrow, someone else asks the same questions and the whole process starts again. It feels wasteful. Software engineers solved this problem decades ago with version control, collaboration, and open source. Instead of one giant AI model • Claude • GPT • Gemini • DeepSeek • Local models • LangGraph agents • Custom pipelines