01Deep dive
Meaning and practical implications
Count system instructions, retrieved context, tool results, and generated output when estimating token use. Add retries and orchestration costs when comparing a single call with an agent workflow.
o10
LLM Inference
LLM inference executes a language model on a prompt or other supported input to produce output tokens. An application may make several inference calls to complete one user task.
FAQFrequently asked questions
Common questions
o10Set the envelope. o10 holds it.
See what you're overpaying.
Paste a week of traffic. Get the number that books the audit.
See what you're overpaying →verified savings methodology · State of Inference Spend 2026