Compares 8 AI token management tools for 2026: Amnic, Helicone, Portkey, LiteLLM, Langfuse, Datadog LLM Observability, Arize Phoenix, and TrueFoundry. The guide stresses that provider dashboards show total spend but not which team, feature or customer drove the bill, so finance-grade governance requires attribution, not just logging.