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
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.
Compare models on the same work
Keep inputs and evaluation consistent when choosing a model.