TokenMonster Insights
Big ideas. Working AI.
We turn complicated data and everyday workflows into useful AI systems. Explore practical field notes on strategy, analytics, agents and the work of getting them into production.

Meet the monster
TokenMonster is an AI consulting company built around one idea: intelligence matters when people can use it. We connect data foundations, analytics and application engineering to help teams move from a promising experiment to a service they understand and can operate.
Field notes
Start with a workflow, not a model
A useful AI project begins with a decision, an owner and a repeatable piece of work.
A small pilot needs an owner
Assign responsibility before the pilot starts.
Compare models on the same work
Keep inputs and evaluation consistent when choosing a model.
Start a useful AI project brief
A one-page brief can expose the assumptions that matter.