How finance teams see AI today
Allocate, monitor, control — and bridge the gap in treatment, margin, pricing, and FASB ASU 2025-06 software capitalization candidates.
TokenOps — Capital control
TokenOps Finance — Capital, Economics, and Management Control
TokenOps helps CFOs manage enterprise AI usage — turning raw cost and usage data into finance-ready views of margin, pricing, capitalization candidates, capital preservation, and capital deployment.
3xYoY
annual growth in enterprise GenAI API and tool spend
$0
margin-level visibility in standard cloud provider billing
100%
traceable evidence required for audit & FASB capitalization
2–4wk
to deliver the initial CFO TokenOps baseline file
Economic Classification & Governance
Classify by economic purpose, financial treatment, and margin impact.
Finance teams, engineering leaders, and project managers all need different lenses on the same AI spend. TokenOps adds a normalized control ledger and then surfaces out-of-the-box views for each persona: CFOs see capital control and purchasing economics; CIOs/CTOs see technical utilization and operating performance; project leads see team-level consumption and project allocation.
Views built for CFO, CIO/CTO, and project leads
Dedicated panels turn the same underlying ledger into finance-ready capex and vendor analysis, engineering efficiency and utilization dashboards, and project-level resource deployment reports.
Interactive Intelligence Workspace
Enterprise Baseline
Two to four weeks to an Enterprise TokenOps Baseline.
Connect the core data sources, normalize cross-vendor usage, run classification rules, and produce the first CFO view of AI spend by financial treatment, business purpose, and unit margin exposure.
Connect & Normalize
Connect OpenAI, Azure, Bedrock, Vertex AI, and cloud billing exports into a unified, normalized control ledger.
Ledger plus action file
Receive project attribution, capitalization-candidate evidence packs, budget variance alerts, and board-ready progress reporting.
See it for yourself