FinOps for AI: Your Cloud Cost Playbook Won’t Work on AI Spend — Here’s What Does
AI workloads are consuming cloud budgets at rates that make traditional compute spending look predictable. A single GPT-4 API call costs roughly 60 times more than a GPT-3.5 call for equivalent token...
How to Build an AI Spending Policy Before Your Team Runs Up a Surprise Bill
The average enterprise now runs dozens of AI tools across departments, and most finance teams don't know about half of them until the credit card statement arrives. A single team experimenting with...
OpenAI vs Anthropic vs Google: The 2026 Enterprise AI API Cost Comparison
Current July 2026 API pricing for GPT-5.6, Claude Opus 4.8, and Gemini 3, plus the batch, caching, and routing levers that actually cut an enterprise AI bill.
GPU Cloud Costs: How to Manage the Most Expensive Workloads in Your Stack
A single NVIDIA A100 instance on AWS costs between $3.67 and $32.77 per hour depending on configuration. Run eight of them for a typical large language model training job, and you're burning through...
LLM API Costs Explained: How to Understand and Predict What You’ll Pay
Most organizations discover their LLM API costs the hard way: a surprise invoice that's three to ten times higher than projected. The fundamental problem isn't that language model APIs are...
AI Cost Management: How to Govern and Optimize Your AI Spending Before It Gets Out of Control
# AI Cost Management: The Complete Guide for Finance and IT Leaders Gartner estimates that global spending on Generative AI will reach $644 billion in 2025, according to data compiled by the FinOps...
