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.
What to measure before you launch an agent
Separate task success, mistakes, time and cost before you build a leaderboard.
Give agents a clear stopping point
Completion should be observable, and retries should have limits.
Design the review step
Human review needs an interface and a decision, not just a checkbox.