Provider Spend
AI/API/cloud usage and provider-confirmed cost where evidence exists.
FINOPSAI RELIABILITYOUTCOME-BASED
Know what your AI costs
and what it actually produces
Kebunate maps AI, API and cloud usage to workflow behavior, retry patterns and business outcomes so automation can be optimized instead of blindly scaled.
Usage
Retry
Cost
Outcome
What we analyze
Waste
Duplicate calls, idle resources, unnecessary retries and oversized model usage.
Reliability
Failure, lease, timeout and retry behavior that can silently increase cost.
Outcome
Whether spend creates a verified task, customer, delivery or revenue result.
Optimization loop
Measure
Collect verified usage and runtime evidence.
Diagnose
Find duplicate, retry, routing and idle waste.
Optimize
Apply safe routing, batching, caching and workflow improvements.
Verify
Compare cost and business outcome after the change.