— Life Span of AI Buck made Visible
Every Buck made legible.
AI Spend made accountable.
3-month lag
The gap between when engineers provision and when finance sees the bill. We close it.
Every line item on your AI, SaaS, Cloud, etc bill maps to an engineering choice. We surface which choices were intentional — and what to do about the ones that weren't.


Cost overruns are a traceability problem
Most organizations can't map a AI, SaaS, Cloud charge to the team or workload that generated it. Without traceability, optimization is guesswork.
We tag, allocate, and attribute every dollar — giving finance the visibility they need and engineers the context to act.
Three disciplines, one practice
AI Costs Visibility
AI Spend Governance
Engineering-Finance Alignment
Allocation tagging, showback reporting, and cost anomaly detection — so every team owns its number.
Token costs, GPU utilization, and model inference charges mapped to business outcomes before the bill arrives.
Shared dashboards and accountability loops that connect provisioning decisions to budget reality in real time.
Spending on purpose starts with a conversation
Bring your last three months of cloud spend. We'll show you what it actually says.
