- What is AI spend management?
- AI spend management is the practice of monitoring, allocating, and optimizing what your team pays for LLM APIs and AI infrastructure. It combines cost visibility, usage analytics, model selection, and budget control in one workflow.
- How is AI spend management different from FinOps?
- FinOps is the broader cloud financial-operations discipline. AI spend management is the AI-native slice: token-level cost attribution, model-mix optimization, and prompt-efficiency reviews — things traditional cloud FinOps tools weren't built for.
- Does TokenAtlas track every LLM provider?
- Yes. OpenAI, Anthropic, Google, Mistral, Groq, DeepSeek, Cohere and others are all supported, with pricing kept current as new models ship.