Google Cloud / AI Studio Budget & Fast Live Rates • September 2026

Gemini 3.8 Flash Pricing & Token Economics

Google's breakthrough low-latency multimodal model with 1M+ context window, ultra-fast generation speeds, and unprecedented cost efficiency.

Context Window 1.0M
Max Completion 66K Tokens
Inference Speed Ultra Fast
CostRatio Score A+

Normalized Token Pricing Matrix

Real-time input, completion, and cache rates normalized to $/1M tokens.

📥 Prompt Tokens
$ 0.07 / 1M tokens

Cost for prompts, instructions, document retrieval, and system context sent into the model.

~$0.0001 per 1K tokens
📤 Completion Tokens
$ 0.30 / 1M tokens

Cost for generated text, code, tool calls, and structured JSON responses returned by the model.

~$0.0003 per 1K tokens
⚡ Prompt Caching
$ 0.019 / 1M tokens

Massive 75% savings on repeated context, documents, and system instructions.

Cached Read Discount
⚖️ 3:1 Blended Benchmark
$ 0.131 / 1M tokens

Standard industry benchmark assuming 75% prompt reads and 25% completion generation.

Weighted Benchmark

Gemini 3.8 Flash Monthly Bill Estimator

Estimated monthly costs across four standardized enterprise and developer workloads.

Workload Scenario Monthly Token Volume Standard Bill With Prompt Caching
💬
Customer Support Chatbot
10M prompt tokens + 2.5M output tokens per month
12.5M tokens (10M in / 2.5M out) $1.50/mo $1.11/mo -26%
📑
Document Analysis & RAG
30M prompt tokens (PDFs/context) + 3M output summaries
33.0M tokens (30M in / 3M out) $3.15/mo $1.97/mo -38%
💻
Coding Agent / IDE Swarm
60M prompt tokens (repo context) + 15M code completions
75.0M tokens (60M in / 15M out) $9.00/mo $6.64/mo -26%
🤖
Enterprise Agentic Workflow
120M prompt tokens (reasoning loops) + 30M output actions
150.0M tokens (120M in / 30M out) $18.00/mo $13.27/mo -26%

Need custom token inputs or prompt volumes?

Use our interactive multi-model token calculator to test exact prompt and completion sliders.

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Architecture & Capabilities

Technical parameters, supported modalities, and optimal developer use cases.

🎯 Recommended Use Cases

High-throughput live conversational agents, real-time video/audio streaming analysis, ultra-cheap bulk document pipelines

Supported Modalities

📝 Text 👁️ Vision & Images 🎙️ Native Audio 🛠️ Function / Tool Calling

📐 Context & Output Limits

  • Maximum Context Window: 1,048,576 tokens (1.0M)
  • Maximum Output Length: 65,536 tokens
  • Speed / Latency Tier: Ultra Fast
  • Official Provider: Google Cloud / AI Studio

Frequently Asked Questions

Everything you need to know about Gemini 3.8 Flash API pricing and token calculations.

How much does Gemini 3.8 Flash cost per 1M tokens?

Gemini 3.8 Flash charges $0.07 per 1M input tokens and $0.30 per 1M output tokens. For standard balanced workloads (3:1 input:output ratio), the effective blended rate is $0.131/1M tokens.

Does Gemini 3.8 Flash support prompt caching?

Yes. Cached prompt reads are billed at $0.0187 per 1M tokens, saving you up to 75% on repeated context, RAG documents, and system instructions.

What is Gemini 3.8 Flash's maximum context window?

Gemini 3.8 Flash supports up to 1,048,576 tokens (1.0M) in its context window, allowing you to ingest large files and multi-turn chat history with up to 65,536 tokens generated per response.

How does Gemini 3.8 Flash compare to other models?

With a CostRatio rating of A+, Gemini 3.8 Flash provides competitive token economics for budget & fast tasks. Review the peer comparison table above to compare input and completion rates directly against alternative models.

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