data
Permissions belong in the workflow
The interface and the backend must agree on who can do what.
TokenMonster InsightsTOKENMONSTER INSIGHTS
Big ideas.
Working AI.
Practical field notes for teams turning data and business workflows into useful AI applications.
Read the field notes
OUR APPROACH
Make useful intelligence part of the work.
01 / Find the right problemStart with a workflow, an owner, and a measurable decision.
02 / Make data usableBuild dependable definitions, evidence, and access boundaries.
03 / Put it into practiceDeliver an owned service with a clear path for improvement.
FIELD NOTES
What we are learning in the work.
delivery
A demo is the beginning of delivery
Deployment, support and handoff turn an experiment into a service.
evaluation
Compare models on the same work
Keep inputs and evaluation consistent when choosing a model.
adoption
Design the review step
Human review needs an interface and a decision, not just a checkbox.
strategy
Start a useful AI project brief
A one-page brief can expose the assumptions that matter.