AI FinOps2026-03-22
Why AI Cost Attribution Is Broken (And How to Fix It)
AI cost attribution is fundamentally broken. Learn why provider dashboards and token metrics fall short, and how modern AI FinOps requires multidimensional visibility.
Blog
Insights & updates
Thinking on AI cost management, governance, and FinOps.
AI FinOps2026-02-22
AI Cost Classification in the UK: Accounting Segmentation, Governance, and R&D Supportability
Under IFRS and UK GAAP, AI costs should be analysed based on purpose and stage. Clear segregation between development, production, and internal AI usage supports financial reporting integrity and R&D tax supportability.
AI FinOps2026-02-22
Engineering Visibility for AI: Why Tracking Token Usage by Feature, Region, and Product Matters
Engineering teams need deeper visibility into AI usage. Learn how tracking token consumption across features, products, regions, and environments helps identify inefficient prompts and control AI costs.
AI FinOps2026-02-20
AI Costs, GAAP Classification, and Financial Controls: Why Segmentation Matters (FinOps for CFOs)
AI-related costs may fall into R&D, internal-use software, cost of revenue, or operating expense depending on purpose and GAAP guidance. FinOps for CFOs requires structured segmentation and financial controls.
AI DevOps2026-02-20
AI DevOps Without Friction: Aligning DevOps, AI FinOps, and the Modern AI Gateway
Learn how to enable rapid AI development without sacrificing financial control. Discover how a modern AI Gateway and AI FinOps layer can align DevOps speed with cost visibility.
AI ROI2026-02-20
"No ROI, No AI": Why Financial Accountability Is Becoming Non-Negotiable
Recent industry commentary argues that AI initiatives must prove ROI or risk losing funding. Here's why AI financial governance is no longer optional, and what organizations must do next.
AI FinOps2026-02-19
AI FinOps: The Emerging Discipline Every CFO Needs to Understand
AI FinOps is the emerging financial discipline that brings accountability, governance, forecasting, and profitability analysis to AI usage. Learn why CFOs must treat AI as a managed cost center.
Model Sprawl2026-02-19
The Real Cost of Model Sprawl (And How to Control It)
Model sprawl quietly increases AI costs, weakens governance, and compresses SaaS margins. Learn how AI model sprawl happens, why it's dangerous, and how to regain financial control.
AI FinOps2026-02-19
Why Your AI Bill Is a Black Box (And How to Fix It)
AI costs are rising fast, but most companies lack financial visibility into where AI spend is going. Learn how to move from token tracking to finance-grade AI cost control.