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3 Google updates from Galaxy Unpacked 2026 Connect more of your apps to Search Create, edit and star in videos with two Google Vids updates Celebrating 25 years of visual search innovation Expanding Managed Agents in Gemini API: background tasks, remote MCP and more The latest AI news we announced in June 2026 New York City educators and industry leaders gathered at Google’s offices to shape the future of AI in classrooms. Unlocking Britain’s next era of productivity: Building a nation of AI trailblazers Ask an AI expert: What exactly is the full stack? Our latest Google Finance upgrades, including a new app New research shows how AMIE, our medical AI, could help manage health conditions. We’re strengthening our presence in Alabama through new investments and community support. Our new community investments in Virginia support local jobs and expand energy affordability. The latest AI news we announced in May 2026 5 ways Google Search can level up your thrift and vintage shopping How we used Gemini to build Google I/O 2026 Take our I/O 2026 quiz, vibe coded in Google AI Studio. 9 demos of Gemini Omni and Gemini 3.5 in action Check out real-life AI prototypes from the Futures Lab. Catch up on 12 major I/O 2026 moments Catch up on the Dialogues stage at Google I/O 2026. We’re announcing new community investments in Missouri. 100 things we announced at I/O 2026 A new experiment brings better group meetings to Google Beam I/O 2026 How AI Mode is changing the way people search in the U.S. New ways to create and get things done in Google Workspace I/O 2026: Welcome to the agentic Gemini era Everything new in our Google AI subscriptions, fresh from I/O 2026 Gemini 3.5: frontier intelligence with action A new era for AI Search The new AI-powered Google Finance is expanding to Europe. See what happens when creative legends use AI to make ads for small businesses. 5 gardening tips you can try right in Search Google is partnering with XPRIZE and Range Media Partners on the $3.5 million Future Vision film competition. The latest AI news we announced in April 2026 Reduce friction and latency for long-running jobs with Webhooks in Gemini API Celebrating 20 years of Google Translate: Fun facts, tips and new features to try Join the new AI Agents Vibe Coding Course from Google and Kaggle 8 Gemini tips for organizing your space (and life) Here’s how our TPUs power increasingly demanding AI workloads. We're launching two specialized TPUs for the agentic era. 3 new ways Ads Advisor is making Google Ads safer and faster 7 ways to travel smarter this summer, with help from Google A new way to explore the web with AI Mode in Chrome New ways to create personalized images in the Gemini app Bringing people together at AI for the Economy Forum Create, edit and share videos at no cost in Google Vids We’re creating a new satellite imagery map to help protect Brazil’s forests. The latest AI news we announced in March 2026 Build with Veo 3.1 Lite, our most cost-effective video generation model Watch James Manyika talk AI and creativity with LL COOL J. Transform your headphones into a live personal translator on iOS. Search Live is expanding globally Build with Lyria 3, our newest music generation model Bringing the power of Personal Intelligence to more people Our latest investment in open source security for the AI era How AI is helping improve heart health in rural Australia Gemini in Google Sheets just achieved state-of-the-art performance. How our open-source AI model SpeciesNet is helping to promote wildlife conservation Ask a Techspert: How does AI understand my visual searches? The latest AI news we announced in February Use Canvas in AI Mode to get things done and bring your ideas to life, right in Search. Create new worlds in Project Genie with these 4 tips
New ways to balance cost and reliability in the Gemini API
Lucia Loher Product Manager, Gemini API · 2026-04-02 · via AI

Introducing Flex and Priority inference: advanced controls for developers to optimize costs and reliability through a single, unified interface.

Hussein Hassan Harrirou

Engineering, Gemini API

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This content is generated by Google AI. Generative AI is experimental

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Today, we are adding two new service tiers to the Gemini API: Flex and Priority. These new options give you granular control over cost and reliability through a single, unified interface.

As AI evolves from simple chat into complex, autonomous agents, developers typically have to manage two distinct types of logic:

  • Background tasks: High-volume workflows like data enrichment or "thinking" processes that don't need instant responses.
  • Interactive tasks: User-facing features like chatbots and copilots where high reliability is needed.

Until now, supporting both meant splitting your architecture between standard synchronous serving and the asynchronous Batch API. Flex and Priority help to bridge this gap. You can now route background jobs to Flex and interactive jobs to Priority, both using standard synchronous endpoints. This eliminates the complexity of async job management while giving you the economic and performance benefits of specialized tiers.

Flex Inference: scale innovation for 50% less

Flex Inference is our new cost-optimized tier, designed for latency-tolerant workloads without the overhead of batch processing.

  • 50% price savings: Pay half the price of the Standard API by downgrading criticality of your request (making them less reliable, and adding latency).
  • Synchronous simplicity: Unlike the Batch API, Flex is a synchronous interface. You use the same familiar endpoints without managing input/output files or polling for job completion.
  • Ideal use cases: Background CRM updates, large-scale research simulations, and agentic workflows where the model "browses" or "thinks" in the background.

Get started fast by simply configuring the service_tier parameter in your request:

Flex tier will be available for all paid tiers and is available for GenerateContent and Interactions API requests.

Priority Inference: Highest reliability for critical apps

The new Priority Inference tier offers our highest level of assurance at a premium price point. This helps to ensure your most important traffic is not preempted, even during peak platform usage.

  • Highest criticality: Priority requests get highest criticality leading to higher reliability, even during peak load.
  • Graceful downgrade: If your traffic exceeds your Priority limits, overflow requests are automatically served at the Standard tier instead of failing. This keeps your application online and helps to ensure business continuity.
  • Transparent response: The API response indicates which tier served your request, giving you full visibility into your performance and billing.
  • Ideal use cases: Real-time customer support bots, live content moderation pipelines, and time-sensitive requests.

To use Priority Inference, simply set the service_tier parameter accordingly:

Priority inference will be available to users with Tier 2 / 3 paid projects across the `GenerateContent` API and Interactions API endpoints.

Visit the Gemini API documentation to see the full pricing breakdown and start optimizing your production tiers today. To see it in action, check out the cookbook for runnable code examples.

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