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← Back to OpenAI Responses API Overview

OpenAI Responses API Pricing & Plans 2026

Complete pricing guide for OpenAI Responses API. Compare all plans, analyze costs, and find the perfect tier for your needs.

Try OpenAI Responses API Free →Compare Plans ↓

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Still deciding? Read our full verdict on whether OpenAI Responses API is worth it →

🆓Free Tier Available
💎5 Paid Plans
⚡No Setup Fees

Choose Your Plan

GPT-5.4 (Flagship)

$2.50 input / $15.00 output per 1M tokens

per use

Usage-based billing, no monthly minimum

  • ✓All built-in tools (web search, file search, code interpreter)
  • ✓Structured outputs with JSON Schema
  • ✓Streaming and function calling
  • ✓MCP protocol integration
  • ✓Prompt caching (90% input discount)
Start Free Trial →

GPT-5.4-mini

$0.75 input / $4.50 output per 1M tokens

per use

No long context pricing tier

  • ✓All GPT-5.4 capabilities
  • ✓Optimized for speed and cost
  • ✓Best for classification, extraction, and routing
Start Free Trial →
Most Popular

GPT-5.4-nano

$0.20 input / $1.25 output per 1M tokens

per use

Reduced capability for complex reasoning

  • ✓Lightweight tasks and high-volume processing
  • ✓Structured outputs
  • ✓Function calling
Start Free Trial →

GPT-5.4-pro

$30.00 input / $180.00 output per 1M tokens

per use

Significantly higher cost per token

  • ✓Highest capability model for complex tasks
  • ✓Extended reasoning and analysis
  • ✓All built-in tools
Start Free Trial →

Tool Costs (Additional)

Varies

per use

Tool call charges are in addition to model token costs. Web search content tokens billed at model rates for GPT-4o/4.1; free for reasoning models.

  • ✓Web search: $25/1K calls (GPT-4o/4.1) or $10/1K (reasoning models, gpt-5+)
  • ✓File search: $2.50/1K calls + $0.10/GB/day storage (1 GB free)
  • ✓Containers: $0.03 (1 GB) to $1.92 (64 GB) per session
  • ✓Batch API: 50% discount on all model rates
Start Free Trial →

Pricing sourced from OpenAI Responses API · Last verified March 2026

Feature Comparison

FeaturesGPT-5.4 (Flagship)GPT-5.4-miniGPT-5.4-nanoGPT-5.4-proTool Costs (Additional)
All built-in tools (web search, file search, code interpreter)✓✓✓✓✓
Structured outputs with JSON Schema✓✓✓✓✓
Streaming and function calling✓✓✓✓✓
MCP protocol integration✓✓✓✓✓
Prompt caching (90% input discount)✓✓✓✓✓
All GPT-5.4 capabilities—✓✓✓✓
Optimized for speed and cost—✓✓✓✓
Best for classification, extraction, and routing—✓✓✓✓
Lightweight tasks and high-volume processing——✓✓✓
Structured outputs——✓✓✓
Function calling——✓✓✓
Highest capability model for complex tasks———✓✓
Extended reasoning and analysis———✓✓
All built-in tools———✓✓
Web search: $25/1K calls (GPT-4o/4.1) or $10/1K (reasoning models, gpt-5+)————✓
File search: $2.50/1K calls + $0.10/GB/day storage (1 GB free)————✓
Containers: $0.03 (1 GB) to $1.92 (64 GB) per session————✓
Batch API: 50% discount on all model rates————✓

Is OpenAI Responses API Worth It?

✅ Why Choose OpenAI Responses API

  • • Server-side tool orchestration eliminates client-side agent loop complexity — multi-step workflows in a single API call
  • • Guaranteed structured outputs via JSON Schema enforcement eliminate parsing errors entirely
  • • Prompt caching (up to 90% off) and Batch API (50% off) significantly reduce costs for high-volume production use
  • • Built-in web search with real-time results removes the need for separate search API subscriptions for many use cases
  • • MCP protocol integration enables interoperability with the broader AI tool ecosystem
  • • Unified endpoint for everything from simple chat to complex agent workflows — one API surface to learn and maintain

⚠️ Consider This

  • • OpenAI-only — no model portability to Anthropic, Google, or open-source models without rewriting integration code
  • • Tool call costs add up — web search at $25/1K calls can spike bills when agents search aggressively, and costs are hard to predict in advance
  • • Container pricing transitioning to per-session billing (March 31, 2026) adds complexity to cost estimation during the transition
  • • Computer use capability still in preview with limited availability and lower reliability than purpose-built RPA tools for production use

What Users Say About OpenAI Responses API

👍 What Users Love

  • ✓Server-side tool orchestration eliminates client-side agent loop complexity — multi-step workflows in a single API call
  • ✓Guaranteed structured outputs via JSON Schema enforcement eliminate parsing errors entirely
  • ✓Prompt caching (up to 90% off) and Batch API (50% off) significantly reduce costs for high-volume production use
  • ✓Built-in web search with real-time results removes the need for separate search API subscriptions for many use cases
  • ✓MCP protocol integration enables interoperability with the broader AI tool ecosystem
  • ✓Unified endpoint for everything from simple chat to complex agent workflows — one API surface to learn and maintain

👎 Common Concerns

  • ⚠OpenAI-only — no model portability to Anthropic, Google, or open-source models without rewriting integration code
  • ⚠Tool call costs add up — web search at $25/1K calls can spike bills when agents search aggressively, and costs are hard to predict in advance
  • ⚠Container pricing transitioning to per-session billing (March 31, 2026) adds complexity to cost estimation during the transition
  • ⚠Computer use capability still in preview with limited availability and lower reliability than purpose-built RPA tools for production use

Pricing FAQ

How is the Responses API different from Chat Completions?

The Responses API adds built-in tools (web search, file search, code interpreter, computer use), server-side tool orchestration (the model chains multiple tool calls in one request), guaranteed structured outputs, and a richer conversation model. It's designed for agent workflows. Chat Completions still works but new features focus on Responses.

Does the Responses API cost more than Chat Completions?

No. There is no API surcharge — you pay the same per-token rates regardless of which API you use (Responses, Chat Completions, Realtime, Batch, or Assistants). The only additional costs are for built-in tool usage: web search calls, file search calls, and container sessions.

Can I use custom functions alongside built-in tools?

Yes. Custom function definitions work alongside web search, file search, and code interpreter in the same request. The model can decide to use any combination of built-in and custom tools within a single orchestration loop.

What is MCP integration?

MCP (Model Context Protocol) is a standard for connecting AI models to external tools and data sources. The Responses API supports MCP, meaning agents can invoke any MCP-compatible tool server — accessing databases, APIs, or custom services through a standardized interface.

What models support the Responses API?

All current OpenAI models including GPT-5.4, GPT-5.4-mini, GPT-5.4-nano, GPT-5.4-pro, reasoning models (o3, o4-mini), and legacy GPT-4o/4.1 series. Each model has different pricing and capability tradeoffs.

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