An AI model can read a large document. Getting the same answer every time, and showing where it came from, takes careful structure underneath. I’ve spent thousands of hours on that structure, from the first retrieval systems to the AI assistant I built and use every day.
A model will summarise any transcript you give it. Impactflow sets the structure first, at framing, so every point can be checked back to its source and the counts come out the same each time.
The thread runs from the first days of knowledge management, through search engines and knowledge graphs, to retrieval systems from their early days.