Frontier intelligence at a fraction of the cost
Route work across frontier and optimized models while tracking spend, model routing, optimization suggestions, users, artifacts, budgets, and limits before usage expands across every team.
Budget, limits, suggestions, users, skills, and artifacts in one operating view
The monitor surface is built for teams that want AI work to scale with measurable output, clear spend controls, and evaluated model choices that can be tuned as work changes.
Budget monitoring
Track spend, average daily usage, forecasted month-end cost, and budget thresholds before teams exceed limits.
Optimization suggestions
Review model changes, optimized skill suggestions, and budget actions before applying them to live work.
Model routing
Use frontier models where judgment matters and optimized open-source models where the work is repeatable and measurable.
Open-source optimization
Route qualified workflow steps to open-source models to reduce token cost while preserving output quality.
Top user controls
See who is driving usage and set limits by user or team without disconnecting the work from accountability.
Artifacts created
Measure generated files, reports, drafts, and outputs alongside spend so usage is tied to business output.
Top skills
Rank reusable skills by runs and artifacts created to see which workflows are becoming operational assets.
Anomaly signals
Flag sudden spend, token, or model changes so operators can tune budgets, limits, and routing quickly.
Set Budget, Control Limits by User or Team, and Customize Model Usage work together so spend policy, permissions, and frontier or open-source model choices stay visible while agents run.