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v1.66.0-stable - Realtime API Cost Tracking

Krrish Dholakia
Krrish Dholakia
CEO, LiteLLM
Ishaan Jaffer
Ishaan Jaffer
CTO, LiteLLM

Deploy this version​

docker run litellm
docker run
-e STORE_MODEL_IN_DB=True
-p 4000:4000
ghcr.io/berriai/litellm:main-v1.66.0-stable

v1.66.0-stable is live now, here are the key highlights of this release

Key Highlights​

  • Realtime API Cost Tracking: Track cost of realtime API calls
  • Microsoft SSO Auto-sync: Auto-sync groups and group members from Azure Entra ID to LiteLLM
  • xAI grok-3: Added support for xai/grok-3 models
  • Security Fixes: Fixed CVE-2025-0330 and CVE-2024-6825 vulnerabilities

Let's dive in.

Realtime API Cost Tracking​

This release adds Realtime API logging + cost tracking.

  • Logging: LiteLLM now logs the complete response from realtime calls to all logging integrations (DB, S3, Langfuse, etc.)
  • Cost Tracking: You can now set 'base_model' and custom pricing for realtime models. Custom Pricing
  • Budgets: Your key/user/team budgets now work for realtime models as well.

Start here

Microsoft SSO Auto-sync​

Auto-sync groups and members from Azure Entra ID to LiteLLM

This release adds support for auto-syncing groups and members on Microsoft Entra ID with LiteLLM. This means that LiteLLM proxy administrators can spend less time managing teams and members and LiteLLM handles the following:

  • Auto-create teams that exist on Microsoft Entra ID
  • Sync team members on Microsoft Entra ID with LiteLLM teams

Get started with this here

New Models / Updated Models​

  • xAI

    1. Added reasoning_effort support for xai/grok-3-mini-beta Get Started
    2. Added cost tracking for xai/grok-3 models PR

  • Hugging Face

    1. Added inference providers support Get Started

  • Azure

    1. Added azure/gpt-4o-realtime-audio cost tracking PR

  • VertexAI

    1. Added enterpriseWebSearch tool support Get Started
    2. Moved to only passing keys accepted by the Vertex AI response schema PR

  • Google AI Studio

    1. Added cost tracking for gemini-2.5-pro PR
    2. Fixed pricing for 'gemini/gemini-2.5-pro-preview-03-25' PR
    3. Fixed handling file_data being passed in PR

  • Azure

    1. Updated Azure Phi-4 pricing PR
    2. Added azure/gpt-4o-realtime-audio cost tracking PR

  • Databricks

    1. Removed reasoning_effort from parameters PR
    2. Fixed custom endpoint check for Databricks PR

  • General

    1. Added litellm.supports_reasoning() util to track if an llm supports reasoning Get Started
    2. Function Calling - Handle pydantic base model in message tool calls, handle tools = [], and support fake streaming on tool calls for meta.llama3-3-70b-instruct-v1:0 PR
    3. LiteLLM Proxy - Allow passing thinking param to litellm proxy via client sdk PR
    4. Fixed correctly translating 'thinking' param for litellm PR

Spend Tracking Improvements​

  • OpenAI, Azure
    1. Realtime API Cost tracking with token usage metrics in spend logs Get Started
  • Anthropic
    1. Fixed Claude Haiku cache read pricing per token PR
    2. Added cost tracking for Claude responses with base_model PR
    3. Fixed Anthropic prompt caching cost calculation and trimmed logged message in db PR
  • General
    1. Added token tracking and log usage object in spend logs PR
    2. Handle custom pricing at deployment level PR

Management Endpoints / UI​

  • Test Key Tab

    1. Added rendering of Reasoning content, ttft, usage metrics on test key page PR

    View input, output, reasoning tokens, ttft metrics.

  • Tag / Policy Management

    1. Added Tag/Policy Management. Create routing rules based on request metadata. This allows you to enforce that requests with tags="private" only go to specific models. Get Started

    Create and manage tags.

  • Redesigned Login Screen

    1. Polished login screen PR

  • Microsoft SSO Auto-Sync

    1. Added debug route to allow admins to debug SSO JWT fields PR
    2. Added ability to use MSFT Graph API to assign users to teams PR
    3. Connected litellm to Azure Entra ID Enterprise Application PR
    4. Added ability for admins to set default_team_params for when litellm SSO creates default teams PR
    5. Fixed MSFT SSO to use correct field for user email PR
    6. Added UI support for setting Default Team setting when litellm SSO auto creates teams PR

  • UI Bug Fixes

    1. Prevented team, key, org, model numerical values changing on scrolling PR
    2. Instantly reflect key and team updates in UI PR

Logging / Guardrail Improvements​

  • Prometheus
    1. Emit Key and Team Budget metrics on a cron job schedule Get Started

Security Fixes​

Helm​

  • Added service annotations to litellm-helm chart PR
  • Added extraEnvVars to the helm deployment PR

Demo​

Try this on the demo instance today

Complete Git Diff​

See the complete git diff since v1.65.4-stable, here