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ChatGPT GPT‑5.4 mini and nano

GPT‑5.4 mini and nanoVerified

GPT-5.4 mini scores 54.4% on SWE-Bench Pro and 72.1% on OSWorld-Verified—outperforming GPT-5 mini by a wide margin while running 2x faster, and is now available to ChatGPT Free users via the Thinking feature GPT-5.4 nano launches as OpenAI's cheapest API model at $0.20 per 1M input tokens, optimized for subagent classification, data extraction, and ranking tasks Codex can now delegate simpler reasoning tasks to GPT-5.4 mini subagents, enabling cost-efficient multi-model agentic pipelines

Reviewed by ToolWorthy Editors·updated 4 months ago

Pricing:Free + from $20/mo
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Pros & Cons

Editor-reviewed

Pros

  • GPT-5.4 mini delivers benchmark results close to full GPT-5.4 at a fraction of the cost—54.4% on SWE-Bench Pro vs 57.7% for the full model
  • 72.1% on OSWorld-Verified makes GPT-5.4 mini one of the strongest small models available for computer use and agentic tasks
  • 2x speed improvement over GPT-5 mini reduces latency in real-time applications and interactive agents
  • ChatGPT Free users now get access to GPT-5.4 mini, significantly raising the floor for no-cost AI capability
  • GPT-5.4 nano's $0.20/1M input token pricing enables cost-efficient subagent deployments at scale
  • 400K context window on mini covers most long-document and extended coding session use cases without upgrading to the full model

Cons

  • API pricing for both models is meaningfully higher than their predecessors (3–4x), which will impact teams with large existing usage at GPT-5 mini rates
  • GPT-5.4 nano is API-only—not accessible in ChatGPT or GitHub Copilot, limiting its reach to developers
  • Full OSWorld-Verified data for GPT-5.4 nano has not been published, making direct benchmark comparison difficult for computer-use subagent tasks
  • GPT-5.4 mini does not reach full GPT-5.4 performance on SWE-Bench Pro (54.4% vs 57.7%), leaving a gap for the most demanding coding tasks

Overview

GPT-5.4 mini and GPT-5.4 nano are OpenAI's newest small models, released on March 17, 2026. They bring the capabilities of GPT-5.4 down to faster and cheaper variants designed for high-volume, latency-sensitive, and multi-agent workflows. GPT-5.4 mini is OpenAI's primary recommendation for coding assistants, subagents, and interactive applications that need performance close to the full GPT-5.4 without the associated cost. GPT-5.4 nano is the lightest and cheapest model in the GPT-5.4 family, targeted at classification, data extraction, and ranking tasks where speed and cost matter more than deep reasoning.

Together, they mark a significant step beyond GPT-5 mini: both benchmarks and API pricing reflect a new tier of small-model capability that makes it practical to run GPT-5.4-class intelligence at scale.

What's New

GPT-5.4 mini: Stronger Coding, Faster Response

GPT-5.4 mini is a major step up from GPT-5 mini across coding, reasoning, multimodal understanding, and tool use. It achieves 54.4% on SWE-Bench Pro (up from 45.7% for GPT-5 mini), approaching the 57.7% of the full GPT-5.4, and hits 72.1% on OSWorld-Verified compared to 42.0% for GPT-5 mini—a 30-point improvement in computer use via screenshot interpretation. Despite the quality gains, it runs more than 2x faster than its predecessor.

GPT-5.4 mini is now available to ChatGPT Free and Go users via the "Thinking" feature in the + menu, making it the most capable model OpenAI has ever made available at no cost.

GPT-5.4 nano: Cheapest Model for Subagents

GPT-5.4 nano is OpenAI's smallest, cheapest GPT-5.4 variant. It is API-only and costs $0.20 per 1M input tokens and $1.25 per 1M output tokens—the lowest price in the GPT-5.4 family. OpenAI positions it explicitly for subagent roles: classification, data extraction, ranking, and other simpler supporting tasks that do not require the full reasoning depth of mini or the flagship model.

Codex can now delegate less reasoning-intensive tasks to GPT-5.4 mini subagents internally, and developers can mirror this pattern in their own pipelines by routing lightweight tasks to nano and complex tasks to mini or full GPT-5.4.

400K Context Window (mini)

GPT-5.4 mini has a 400K-token context window, matching GPT-5 mini. GPT-5.4 nano also has a 400K-token context window. This enables longer document processing, extended coding sessions, and richer multi-turn agent context without switching to the full GPT-5.4 model.

GitHub Copilot Integration

GPT-5.4 mini is now generally available in GitHub Copilot and is rolling out across supported Copilot surfaces.

Performance Benchmarks

Benchmark GPT-5 mini GPT-5.4 mini GPT-5.4 (full)
SWE-Bench Pro 45.7% 54.4% 57.7%
OSWorld-Verified 42.0% 72.1%
Speed vs GPT-5 mini baseline 2x+ faster

GPT-5.4 mini's OSWorld-Verified score of 72.1%—a 30-point jump over GPT-5 mini—is particularly notable for applications that rely on computer use and screenshot-based task execution.

Compatibility Notes

GPT-5.4 mini availability:

  • ChatGPT Free and Go: available via the "Thinking" feature in the + menu. For Plus and Pro users, GPT-5.4 mini currently serves as a rate-limit fallback for GPT-5.4 Thinking rather than a separately listed model option.
  • OpenAI API: available (gpt-5.4-mini)
  • GitHub Copilot: generally available as of March 17, 2026
  • Codex: available; Codex can delegate subagent tasks to mini internally

GPT-5.4 nano availability:

  • OpenAI API only (gpt-5.4-nano)
  • Not available in the ChatGPT consumer interface
  • Not available in GitHub Copilot at launch

GPT-5.4 nano's API-only access means it is a developer-facing model. Teams looking for the cheapest path to GPT-5.4-class capabilities in a chatbot or productivity UI should use GPT-5.4 mini instead.

Pricing & Plans

ChatGPT Plans (GPT-5.4 mini)

Plan Price GPT-5.4 mini Access
Free $0/month ✅ via Thinking feature
Go $8/month (US; pricing localized in some markets) ✅ via Thinking feature
Plus $20/month
Pro $200/month ✅ + extended limits

API Pricing

Model Input (per 1M tokens) Output (per 1M tokens)
GPT-5.4 mini $0.75 $4.50
GPT-5.4 nano $0.20 $1.25

GPT-5.4 mini is 3x more expensive per input token than GPT-5 mini ($0.25), and GPT-5.4 nano is approximately 4x pricier than its predecessor on input. The price increase reflects the substantial benchmark improvements over the previous generation.

Best For

  • Developers building AI agent pipelines that need cost-efficient, high-quality subagents for coding and reasoning tasks
  • ChatGPT Free and Go users who want access to GPT-5.4-class reasoning without a paid subscription
  • Enterprise teams running high-volume classification, extraction, or ranking pipelines via the API, where GPT-5.4 nano's pricing makes scale economical
  • GitHub Copilot users who want the latest OpenAI coding model available directly in their IDE
  • AI code generator workflows where GPT-5.4 mini's SWE-Bench Pro score closes the gap with full flagship models
  • Product teams integrating multi-model architectures that route complex tasks to full GPT-5.4 and delegate lighter subtasks to nano

FAQ

Is GPT-5.4 mini available to ChatGPT Free users?

Yes. GPT-5.4 mini is available to ChatGPT Free and Go users via the "Thinking" feature in the model selector. This makes it the most capable model OpenAI has ever offered at no cost. Full GPT-5.4 remains restricted to paid tiers.

What is GPT-5.4 nano, and how is it different from mini?

GPT-5.4 nano is smaller, faster, and cheaper than mini, designed for subagent roles like classification, data extraction, and ranking. It is only available via the OpenAI API—not in the ChatGPT interface or GitHub Copilot. GPT-5.4 mini is the better choice for more general-purpose tasks, interactive applications, and scenarios requiring stronger reasoning.

How do the new models compare to the previous ChatGPT 5.2 release?

GPT-5.4 mini and nano follow the full GPT-5.4 release trajectory, extending the 5.4 architecture to smaller variants. GPT-5.4 mini specifically improves coding and computer-use scores dramatically over GPT-5 mini, the equivalent small model from the GPT-5 generation.

Are these models suitable for use in Codex?

Yes. GPT-5.4 mini is available in Codex, and OpenAI says Codex can delegate simpler supporting tasks to GPT-5.4 mini subagents to reduce cost while keeping complex reasoning on the full model. GPT-5.4 nano is API-only and is not described as a Codex model at launch.

Will API pricing increase for existing GPT-5 mini users?

GPT-5.4 mini is priced at $0.75/1M input tokens, versus $0.25/1M for GPT-5 mini—a 3x increase. Teams with high-volume workloads on GPT-5 mini should evaluate whether the benchmark improvements justify the cost increase before migrating. GPT-5 mini remains available in the API for teams that prioritize cost over the performance uplift.

Version History

GPT-5.6

Released on July 9, 2026

View Update
+What's new
3 updates
  • Complete demanding coding, knowledge-work, science, and security tasks with GPT-5.6 Sol, OpenAI's new flagship model and its configurable reasoning effort
  • Choose Sol, balanced Terra, or lower-cost Luna across ChatGPT, Codex, and the API, matching capability and cost to each workflow
  • Build multi-agent API workflows with Programmatic Tool Calling and beta multi-agent support while using explicit cache breakpoints for more predictable costs

GPT-5.5 Instant

Released on May 5, 2026

View Update
+What's new
3 updates
  • Get smarter answers with 52.5% fewer hallucinated claims than GPT-5.3 Instant on high-stakes prompts in medicine, law, and finance, plus 37.3% fewer inaccurate claims on user-flagged challenging chats
  • Read more concise, on-point responses; in OpenAI's communication-advice example, GPT-5.5 Instant used 30.2% fewer words and 29.2% fewer lines, alongside stronger STEM, vision, and web-search judgment
  • Get tailored help as Instant becomes ChatGPT's default model for everyone, drawing on past chats, files, and connected Gmail with new memory source controls to see and edit what shaped each answer

GPT-5.5

Released on April 23, 2026

View Update
+What's new
3 updates
  • Automate agentic coding and computer-use tasks with GPT-5.5, scoring 82.7% on Terminal-Bench 2.0 and 78.7% on OSWorld-Verified while using fewer tokens than GPT-5.4
  • Complete professional knowledge work across 44 occupations with 84.9% on GDPval, and accelerate early scientific research workflows spanning data analysis, bioinformatics, and multi-step planning
  • Run Codex workflows more efficiently as GPT-5.5 delivers better results with fewer tokens than GPT-5.4 for most users, with API pricing planned at $5/M input and $30/M output

GPT‑5.4 mini and nano

Current Version

Released on March 17, 2026

+What's new
3 updates
  • GPT-5.4 mini scores 54.4% on SWE-Bench Pro and 72.1% on OSWorld-Verified—outperforming GPT-5 mini by a wide margin while running 2x faster, and is now available to ChatGPT Free users via the Thinking feature
  • GPT-5.4 nano launches as OpenAI's cheapest API model at $0.20 per 1M input tokens, optimized for subagent classification, data extraction, and ranking tasks
  • Codex can now delegate simpler reasoning tasks to GPT-5.4 mini subagents, enabling cost-efficient multi-model agentic pipelines

GPT-5.4

Released on March 5, 2026

View Update
+What's new
3 updates
  • Complete professional work more accurately with GPT-5.4—matching or exceeding industry professionals in 83.0% of GDPval comparisons (wins or ties), with 33% fewer false claims and 18% fewer error-containing responses than GPT-5.2
  • Automate complex computer workflows natively with built-in computer-use capabilities, achieving 75.0% on OSWorld-Verified and surpassing human performance—enabling agents to operate software, browsers, and desktop environments
  • Work with large tool ecosystems more efficiently using tool search, reducing token usage by 47% on MCP-heavy workflows while maintaining the same accuracy, with support for up to 1M token context windows

5.3 Instant

Released on March 3, 2026

View Update
+What's new
3 updates
  • Get more direct and helpful responses with 26.8% fewer hallucinations—GPT-5.3 Instant cuts unnecessary refusals and preachy preambles, answering questions without dead ends or caveats
  • Get better web search answers that balance online sources with model reasoning, surfacing relevant information upfront and avoiding long, loosely connected link lists
  • Write more expressive content with stronger prose generation and a smoother, more focused conversational style across everyday tasks and creative writing

5.2

Released on December 11, 2025

View Update
+What's new
1 updates
  • Solve advanced scientific and mathematical problems with enhanced reasoning capabilities, enabling researchers to analyze complex data and verify calculations with higher accuracy

5.1

Released on November 12, 2025

+What's new
1 updates
  • Get more accurate and contextually relevant responses across coding, writing, and analysis tasks with refined GPT-5 series capabilities

5

Released on August 7, 2025

+What's new
3 updates
  • Get the right balance of speed and depth automatically—ChatGPT now routes simple questions to faster models and complex problems to deeper reasoning, saving you time on every query
  • Create more reliable content with reduced errors and better instruction-following for writing, coding, and health-related tasks where accuracy matters
  • Access GPT-5 pro mode with extended reasoning capabilities for tackling research, analysis, and multi-step problems that require deeper thinking

OpenAI o3 and o4-mini

Released on April 16, 2025

+What's new
2 updates
  • Use OpenAI o3 for harder reasoning tasks that combine ChatGPT tools like web browsing, Python, image/file analysis, image generation, canvas, automations, file search, and memory
  • Solve math, coding, and visual reasoning tasks with o4-mini, a smaller faster model optimized for high-volume reasoning and strong AIME 2025 performance

GPT-4.5

Released on February 27, 2025

+What's new
2 updates
  • Explore GPT-4.5 as a research preview for more natural chat, broader knowledge, stronger instruction following, and improved creative insight without explicit reasoning
  • Use GPT-4.5 for writing, programming, and practical problem solving when you want lower hallucinations and higher emotional nuance than earlier GPT models

o1

Released on September 12, 2024

+What's new
2 updates
  • Solve advanced problems in science, mathematics, and coding with o1 models that take time to reason through complex logic before responding
  • Debug intricate code issues and verify mathematical proofs with step-by-step reasoning that breaks down difficult concepts systematically

4o

Released on May 13, 2024

+What's new
2 updates
  • Analyze images, generate visuals, and have voice conversations with GPT-4 level intelligence at speeds fast enough for real-time interaction
  • Browse the web, analyze data files, and create images without a paid subscription—advanced capabilities now available to all users

4

Released on March 14, 2023

+What's new
2 updates
  • Tackle professional-level tasks with expert performance—scoring in the top 10% on exams like the bar exam, compared to GPT-3.5's bottom 10%
  • Analyze charts, diagrams, and documents by uploading images directly, enabling visual understanding for data analysis, design feedback, and document processing

3.5

Released on November 30, 2022

+What's new
1 updates
  • Chat with AI in natural language for the first time to get answers, write content, debug code, and brainstorm ideas through back-and-forth conversation

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