Most enterprises treat information as exhaust: a byproduct of operations that gets stored and forgotten. That's the most expensive habit in the building, because information is the one asset that can appreciate while you use it.
Build the flywheel
This engagement turns that exhaust into a compounding advantage. The work builds the flywheel: the mechanism by which every customer interaction, model output, and agent decision feeds back to keep your shared models current as the world moves. Instead of models that decay until someone notices and rebuilds them, you get models that refresh themselves from the flow of work they already produce.
Continuous, not episodic
It treats information, AI, and agents as assets to be compounded, not tools to be maintained — which removes the deepest layer of the understand-the-technology-model bottleneck. A competitor can copy a model you publish; they can't copy the loop that keeps yours improving, because the loop runs on your customers, your operations, and your agents. It's the practical form of the information advantage, and often the piece that makes every other engagement compound.
Bring V-Squared in on Information Strategy
If your data should be a moat and isn't yet, we can design the flywheel that makes it one.