Make the fallback useful
Alex Vale ·
When automation cannot finish, preserve the context for a person.
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.


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.
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.
Alex Vale ·
When automation cannot finish, preserve the context for a person.
Noor Stone ·
The interface and the backend must agree on who can do what.
Alex Vale ·
Deployment, support and handoff turn an experiment into a service.
Noor Stone ·
Keep inputs and evaluation consistent when choosing a model.
Alex Vale ·
Human review needs an interface and a decision, not just a checkbox.
Noor Stone ·
A one-page brief can expose the assumptions that matter.