COGScontrol Learn — AI Value Management, AI ROI & Unit Economics https://www.cogscontrol.ai/learn/ Guides for finance teams measuring the ROI and unit economics of AI initiatives. en-us What Is AI Value Management? Definition, Framework, Metrics https://www.cogscontrol.ai/learn/what-is-ai-value-management https://www.cogscontrol.ai/learn/what-is-ai-value-management Fri, 12 Jun 2026 00:00:00 GMT AI Value Management is the finance discipline of measuring what AI spending returns: cost attribution, unit economics, and P&L reconciliation, defined in full. AI Unit Economics: Formulas, Benchmarks, and a Worked Example https://www.cogscontrol.ai/learn/ai-unit-economics https://www.cogscontrol.ai/learn/ai-unit-economics Fri, 12 Jun 2026 00:00:00 GMT AI unit economics for finance teams: formulas for cost per MAU, cost per interaction, and AI gross margin, plus benchmarks and a worked example. AI COGS Explained: What Counts as AI Cost of Goods Sold https://www.cogscontrol.ai/learn/what-is-ai-cogs https://www.cogscontrol.ai/learn/what-is-ai-cogs Fri, 12 Jun 2026 00:00:00 GMT AI COGS is the direct, recurring cost of serving an AI product. What counts in the AI cost of goods sold, what does not, and how it sets gross margin. Measure ROI of AI Initiatives: The AI Value Ledger Framework https://www.cogscontrol.ai/learn/measure-roi-of-ai-initiatives https://www.cogscontrol.ai/learn/measure-roi-of-ai-initiatives Fri, 12 Jun 2026 00:00:00 GMT How to measure the ROI of AI initiatives: a five-step finance framework — attribute fully loaded costs, pick a value denominator, reconcile to the P&L. FinOps vs AI Value Management: What Each Discipline Does https://www.cogscontrol.ai/learn/finops-vs-ai-value-management https://www.cogscontrol.ai/learn/finops-vs-ai-value-management Fri, 12 Jun 2026 00:00:00 GMT FinOps vs AI value management: how the two disciplines differ, where they overlap, and why finance teams at AI-first companies increasingly need both. COGScontrol vs CloudZero: An Honest Comparison (2026) https://www.cogscontrol.ai/compare/cogscontrol-vs-cloudzero https://www.cogscontrol.ai/compare/cogscontrol-vs-cloudzero Fri, 12 Jun 2026 00:00:00 GMT COGScontrol vs CloudZero, compared honestly: where cloud cost intelligence ends, where AI Value Management begins, and when it makes sense to run both. AI ROI Measurement Tools: The Four Categories Compared https://www.cogscontrol.ai/learn/ai-roi-measurement-tools https://www.cogscontrol.ai/learn/ai-roi-measurement-tools Fri, 12 Jun 2026 00:00:00 GMT AI ROI measurement tools fall into four categories: workforce analytics, LLM observability, FinOps, and AI Value Management. A fair guide to choosing well. AI Unit Economics Calculator — Cost per User & AI Gross Margin https://www.cogscontrol.ai/tools/ai-unit-economics-calculator https://www.cogscontrol.ai/tools/ai-unit-economics-calculator Fri, 12 Jun 2026 00:00:00 GMT Free AI unit economics calculator: start from actual monthly AI spend, not token list prices, to get cost per MAU, cost per interaction, and AI gross margin.