What to measure before you launch an agent
Separate task success, mistakes, time and cost before you build a leaderboard.
Read articleWe 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.

Thoughtful takes on the decisions behind useful AI.
Separate task success, mistakes, time and cost before you build a leaderboard.
Read articleCompletion should be observable, and retries should have limits.
Read articleKeep inputs and evaluation consistent when choosing a model.
Read articleTokenMonster 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.
We start with a workflow, define what a good result looks like, and build against that standard. The work includes the less glamorous parts: permissions, evaluation, deployment and a clear handoff.
