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ChatGPT GPT-5.6

GPT-5.6Verified

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

Reviewed by ToolWorthy Editors·updated today·GPT-5.6 released 2 days ago

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

Editor-reviewed

Pros

  • Three tiers support cost-sensitive and flagship workloads.
  • Available across ChatGPT, Codex, and the API.
  • Adds explicit tool and multi-agent API options.
  • Cache controls make repeated long prompts easier to budget.

Cons

  • The highest-capability settings require eligible paid plans.
  • Availability can vary during rollout and by region.
  • Public benchmark claims may not predict a specific workload.

Overview

GPT-5.6 is OpenAI's July 9, 2026 model family for ChatGPT, Codex, and the OpenAI API. It introduces Sol as the flagship tier, Terra as the balanced tier, and Luna as the fastest, lowest-cost tier. Unlike the preceding GPT-5.4 mini and nano split, the family gives teams durable capability tiers while retaining a shared generation. It is aimed at people who need to choose deliberately between demanding agentic work, everyday professional tasks, and high-volume API execution.

The practical upgrade question is not simply whether Sol is stronger. It is whether a workflow needs Sol's highest-effort reasoning and ultra setting, Terra's lower-cost general capability, or Luna's lowest listed token price. OpenAI makes all three available across ChatGPT Work, Codex, and the API, but plan access and effort controls differ by surface.

What's New

Three capability tiers

Sol targets the hardest coding, knowledge-work, science, and cybersecurity tasks; Terra is OpenAI's balanced everyday tier; Luna is the fastest and most economical tier. The tiers are not separate product generations: they share GPT-5.6 but let a team assign expensive reasoning only where it adds value. ChatGPT Work and Codex users can select model tiers and effort settings according to their plan.

Reasoning and coding improvements

OpenAI positions Sol as its strongest coding model to date. Its release reports an 80 score on the Artificial Analysis Coding Agent Index at maximum reasoning, alongside stronger Terminal-Bench 2.1 and DeepSWE results than previous GPT models. These are vendor-reported release figures, not a guarantee for a particular codebase; teams should evaluate their own repository tasks before replacing a production default.

Better long-running work

OpenAI reports 53.6 on Agents' Last Exam for GPT-5.6 Sol and emphasizes tool coordination, progress monitoring, and intermediate-program execution. The operational change is important for teams building long-running agents: the model can write lightweight programs to coordinate tools rather than treating every intermediate step as a separate conversational turn.

Multi-agent and tool workflows

The Responses API adds Programmatic Tool Calling and a beta multi-agent capability, allowing developers to coordinate concurrent subagents and synthesize their work.

Availability & Access

GPT-5.6 began a global rollout on July 9, 2026 and OpenAI said availability would continue over the following 24 hours. In ChatGPT, Sol is available to Plus, Pro, Business, and Enterprise users at medium and higher effort; Sol Pro is limited to Pro and Enterprise. In ChatGPT Work and Codex, Free and Go users receive Terra, while Plus and higher plans can choose Sol, Terra, and Luna. API access is separate from a ChatGPT subscription and follows OpenAI's supported-country and account requirements.

Pricing & Plans

API pricing per million tokens is $5 input/$30 output for Sol, $2.50/$15 for Terra, and $1/$6 for Luna. Cached input receives OpenAI's stated 90% discount; GPT-5.6 also introduces a 30-minute minimum cache life and explicit cache breakpoints. ChatGPT plan pricing is separate and varies by region, so this page does not treat API token rates as a subscription price.

Migration Guide

Start by routing a representative set of production tasks to Terra and Sol rather than replacing a previous default globally. Compare success rate, latency, tool-call count, and total token spend; the strongest tier is not automatically the most economical choice for routine classification or extraction. API teams using cached prompts should test explicit cache breakpoints because GPT-5.6 changes cache-life and cache-write billing rules.

Best For

  • Teams building agentic coding or knowledge-work workflows.
  • Developers who need a lower-cost model tier alongside a flagship model.
  • ChatGPT and Codex users who can select effort level per task.

FAQ

When was GPT-5.6 released?

OpenAI announced general availability on July 9, 2026.

Where is GPT-5.6 available?

OpenAI lists ChatGPT, Codex, and the OpenAI API, subject to plan and rollout availability.

Which GPT-5.6 model should I use?

Use Sol for the hardest coding or research tasks, Terra for balanced everyday work, and Luna when cost and latency matter most. Validate that choice on representative tasks instead of choosing from benchmark scores alone.

Does GPT-5.6 change API pricing?

Yes. OpenAI lists Sol at $5/$30, Terra at $2.50/$15, and Luna at $1/$6 per million input/output tokens. Cached input is discounted, but cache writes have a separate rate.

Version History

GPT-5.6

Current Version

Released on July 9, 2026

+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

Released on March 17, 2026

View Update
+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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