GPT-5.6 Sol, Terra and Luna: Specs and Pricing

What GPT-5.6 Sol, Terra and Luna are

How the three GPT-5.6 models are positioned

Sol
The top-end flagship. OpenAI's strongest model to date, with gains shown in coding, biology, and cyber
Terra
A balanced model with GPT-5.5-class performance at lower cost. For high-volume everyday work
Luna
The fastest and cheapest in the family. For light, routine tasks done quickly and inexpensively

GPT-5.6 Sol is the most capable model from OpenAI, paired with two lower-cost tiers, Terra and Luna, for different uses. All three launched as a limited preview in June 2026 and are now generally available.

How Sol, Terra and Luna differ in benchmarks and cost

GPT-5.6 Sol is OpenAI's strongest model to date. The company backed the launch with evaluations showing improved agentic capabilities (an AI deciding its own steps and carrying the work through) in three areas: coding, biology, and cybersecurity. In cyber specifically, OpenAI says Sol shifts the performance-efficiency frontier for long-horizon security tasks.

Terra and Luna trade some performance for lower cost and higher speed. Terra performs on par with the previous generation, GPT-5.5, at a price well below Sol's, so it suits high-volume workloads.

Luna, the fastest and cheapest in the family, fits light, routine work. The basic split is Sol for hard problems, Terra for high volume, and Luna for light tasks.

GPT-5.6 Sol is our strongest model yet. To give a preview of model performance, we share a set of evaluations highlighting improved agentic capabilities in coding, biology, and cybersecurity / GPT-5.6 Sol is our most capable model yet for cybersecurity. It shifts the performance-efficiency frontier for long-horizon security tasks including vulnerability research and exploitation. / Terra, a balanced model for everyday work; and Luna, a fast and affordable model. Terra has competitive performance to GPT-5.5 while being 2x cheaper and Luna brings strong capability at our lowest cost. — from the description of Sol's position, the evaluation areas, and how Terra and Luna are positioned
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GPT-5.6 pricing and cost, including long context rates

GPT-5.6 pricing today (per 1M tokens, Standard, short context)

Model Input Output Change
Sol $4.00 $20.00 Cut from $5.00 / $30.00 on August 21, 2026
Terra $2.00 $12.00 Unchanged since July 30, 2026
Luna $0.20 $1.20 Unchanged since July 30, 2026

GPT-5.6 is billed per token, with separate rates for input and output. All three models have had at least one price cut since launch: Terra and Luna were cut on July 30, 2026, and Sol followed with its own cut on August 21, 2026. The table below shows the current official per-1M-token rates (Standard, short context).

Model Input (/1M tokens) Output (/1M tokens) At launch (June 2026) Best for
Sol $4.00 $20.00 $5.00 / $30.00 Hard coding, security, long-horizon agents
Terra $2.00 $12.00 $2.50 / $15.00 GPT-5.5-class performance at high volume
Luna $0.20 $1.20 $1.00 / $6.00 Fast, cheap, light routine tasks

Cached input is discounted further: $0.40 per 1M tokens for Sol. The official pricing page also lists separate rates for cache writes and for long context—requests beyond the models' standard context window are billed at higher input and output rates. The table above covers only the basic tier.

Pricing for the wider field sits in GPT-5 in ChatGPT: Pricing, Free Tier, Models and What Is Claude AI? Free Plan, Models, vs ChatGPT, which put ChatGPT plans and Claude's model line-up side by side. Both cover the subscription side that per-token API rates leave out.

Why the top-tier model's API price fell to $4 input, $20 output

On August 21, 2026, OpenAI cut Sol's API price from $5.00/$30.00 to $4.00/$20.00 per 1M tokens (input/output), with cached input falling from $0.50 to $0.40. OpenAI describes this as promotional pricing, in effect for at least three months. Terra and Luna were not part of this cut; both have held their July 30, 2026 rates since.

"promotional pricing is available at least through November 21, 2026." — from the note under the pricing table (Standard)
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Starting today, GPT-5.6 Luna, our fastest and most affordable model, will cost 80% less, while GPT-5.6 Terra, our balanced model for everyday work, will cost 20% less. / Starting July 30, API pricing is $2 per million input tokens and $12 per million output tokens for Terra, and $0.20 per million input tokens and $1.20 per million output tokens for Luna. — from the description of the July 30 cut to Terra and Luna
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GPT-5.6 benchmark performance against GPT-5.5 and Claude

Official benchmark results across three areas

Terminal-Bench 2.1
Top score on command-line work (coding)
GeneBench v1
Beats GPT-5.5 while using fewer tokens (biology)
ExploitBench
Competitive while using about one-third of the output tokens (cyber)

OpenAI shared benchmark results across three areas: coding, biology, and cybersecurity. Sol posted the top score on Terminal-Bench 2.1, the benchmark for multi-step terminal tasks that need planning and tool use. That backs up its strength in hard coding work.

Sol also gained outside coding. On the biology benchmark GeneBench v1, which covers demanding genomics and quantitative-biology problems over many steps, Sol beat GPT-5.5 while spending fewer tokens to get there.

On the cybersecurity benchmark ExploitBench, it produced a comparable result while holding output tokens to about one-third. Doing as well or better on fewer tokens is a recurring theme of this release. OpenAI has not published a head-to-head benchmark against Claude, so any Sol-versus-Claude comparison rests on pricing and context window, not task performance.

GPT-5.6 Sol sets a new state of the art on Terminal-Bench 2.1, which tests command-line workflows requiring planning, iteration, and tool coordination. / On GeneBench v1, which evaluates long-horizon genomics and quantitative-biology analyses, it achieves stronger results than GPT-5.5 while using fewer tokens. / …GPT-5.6 Sol is competitive with Mythos Preview using only ~1/3 of the output tokens. — from the results for Terminal-Bench 2.1, GeneBench v1, and ExploitBench (the third follows "On ExploitBench²,")
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Cyber capability, context window and the safety threshold

On the cyber side, OpenAI says Sol does not reach the top "Cyber Critical" threshold in its Preparedness Framework. In evaluations involving Chromium and Firefox, it identified real bugs and the building blocks used to assemble an exploit (attack code that abuses a vulnerability to make software behave in unintended ways).

Under the conditions tested, it did not autonomously produce a fully working end-to-end exploit. Sol's context window is 1,050,000 tokens, with a knowledge cutoff of February 16, 2026. OpenAI also says Sol ships with its strongest safety stack yet, hardened over several weeks of pressure-testing.

GPT-5.6 Sol launches with our most robust safety stack to date. We strengthened protections for higher-risk activity, sensitive cyber requests, and repeated misuse, and spent multiple weeks finding weaknesses, pressure-testing our system, and hardening it against real-world attacks. / GPT-5.6 Sol does not cross the Cyber Critical threshold under our Preparedness Framework. In evaluations involving Chromium and Firefox, it identified bugs and exploitation primitives—the building blocks of an exploit—but did not autonomously produce a functional full-chain exploit under the conditions tested. — from the description of the safety stack and the Stronger cyber capabilities section
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"1,050,000 context window" / "128,000 max output tokens" / "Feb 16, 2026 knowledge cutoff" — from the model's listed specifications; the page carries no deprecated or legacy notice
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GPT-5.6 availability: release date, ChatGPT and Codex access

GPT-5.6's current availability

Status
Generally available since July 9, 2026 (no longer a limited preview)
Access
ChatGPT, Codex, and the API
Rollout
Started globally the same day, reaching full availability within 24 hours
Since Sept 3, 2026
GPT-6 Astra is OpenAI's new flagship; Sol, Terra, and Luna remain available

GPT-5.6 is no longer limited to a small group of partners: Sol, Terra and Luna reached general availability across ChatGPT, Codex and the API on July 9, 2026. That ended the limited preview that began June 26, 2026.

Anyone using those products, not just the trusted partners from the preview, can now use all three models. Plan-by-plan access and usage limits are laid out in GPT-5.6 availability by plan: Sol, Terra and Luna.

GPT‑5.6 is available starting today across ChatGPT, Codex, and the OpenAI API. The rollout is starting globally now and will continue gradually toward full availability over the next 24 hours. — from the Availability and pricing section
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Codex and API access, and where GPT-6 Astra fits

Access runs through the same three surfaces as before general availability: ChatGPT, Codex, and the API, with no separate application process left to clear. On September 3, 2026, OpenAI introduced GPT-6 Astra as a new, more capable flagship, positioning it ahead of all three GPT-5.6 models. OpenAI then announced GPT-6 Sol and GPT-6 Luna at half the API price of their GPT-5.6 counterparts: $2 input and $10 output per million tokens for Sol, and $0.10 and $0.50 for Luna.

Neither Sol's model page nor its safety documentation carries a deprecated or legacy notice, though, so all three GPT-5.6 models remain available to use today. OpenAI's cyber-defense models are a separate line, covered in OpenAI Daybreak: GPT-5.5-Cyber and Codex Security.

the most capable model we have ever broadly deployed / our first model to reach the Critical level of cybersecurity capability / GPT-6 Astra is significantly more robust than its predecessors — from the description of GPT-6 Astra's position relative to Sol, Terra, and Luna, published September 3, 2026
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"Improvements in caching and inference let us serve these models at lower cost, and we’re passing those savings directly on to users and customers by"/"reducing API prices for Sol and Luna by 50%"
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Summary: Sol for hard work, Terra for volume, Luna for light tasks

GPT-5.6 lines up three models—the top-end Sol, the cheaper Terra, and the fastest, cheapest Luna—one for hard problems, one for high volume, and one for light tasks. All three are generally available across ChatGPT, Codex, and the API, and Sol's API price was cut on August 21, 2026, to $4.00 input / $20.00 output per 1M tokens.

On benchmarks, Sol holds the top score on Terminal-Bench 2.1 without crossing the Cyber Critical safety threshold. OpenAI has since introduced GPT-6 Astra as a new flagship, but all three GPT-5.6 models remain available, so the pricing and benchmarks above still apply if you pick one of them. OpenAI's announcements run long, and sometimes you only need the key points.

FAQ

Is GPT-5.6 Sol available now?
Yes. GPT-5.6, including Sol, Terra, and Luna, went to general availability across ChatGPT, Codex, and the API on July 9, 2026. The limited preview that started in June 2026 has ended.
How much does GPT-5.6 Sol cost now?
As of August 21, 2026, Sol is priced at $4.00 input / $20.00 output per 1M tokens (down from $5.00 / $30.00 at launch), a promotional rate OpenAI says holds at least through November 21, 2026. Terra is $2.00 / $12.00 and Luna is $0.20 / $1.20, both unchanged since their July 30, 2026 cut.
What is ultra mode?
It is a new execution mode that goes beyond a single agent and hands complex work to several subagents (helper AI workers) to speed it up. The announcement does not name the areas where it helps most.