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GPT-5.6 Sol

OpenAILarge Language ModelProprietary

Flagship tier of the GPT-5.6 family (Sol/Terra/Luna), released July 2026. State-of-the-art agentic coding with unusually low token usage, strong cybersecurity defense and science capabilities, and a 1.05M token context window.

Abilities

Text GenerationCode GenerationReasoningVisionFunction CallingStructured OutputLong ContextMultilingual

Use Cases

Coding AssistantResearchEnterpriseData AnalysisAutomation

Available in Tools

Availability

Azure OpenAI
Amazon Bedrock

How to Use

Use the OpenAI API with model ID `gpt-5.6-sol`. Cheaper siblings share the same 1.05M context: `gpt-5.6-terra` ($2/$12) for everyday work and `gpt-5.6-luna` ($0.20/$1.20) as the budget/fast tier. Cached input is billed at 10% of the input rate.

Pros

  • State-of-the-art agentic coding — top of Artificial Analysis Coding Agent Index with under half the output tokens of competitors
  • 1.05M token context window with 128K max output across all three tiers
  • Token efficiency lowers real cost — fewer output tokens per task than prior GPT flagships
  • Family covers all price points — Terra and Luna tiers share the context window at a fraction of the cost
  • Promotional pricing of $4/$20 per MTok through ~Nov 2026 (list $5/$30)

Cons

  • Closed source — no model weights or training transparency
  • Already shadowed by GPT-6 Astra (Sept 2026) at the very top of the OpenAI lineup
  • Promotional pricing is temporary — list price returns to $5/$30 per MTok

What to Use It For

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Perfect For

Agentic coding at scale

SOTA coding-agent benchmark results combined with unusually low token usage per task

Defensive cybersecurity work

Officially highlighted strength of the 5.6 family, with a dedicated restricted Cyber variant for approved partners

Long-context knowledge work

1.05M context fits entire codebases and large document sets in one request

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Good For

Scientific research assistance

Strong science and multi-step reasoning capabilities per the official launch materials

Cost-tiered production deployments

Route easy traffic to Luna and hard tasks to Sol without changing context limits

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Not Recommended

Budget bulk processing on the Sol tier

Luna at $0.20/$1.20 or GPT-4.1 Nano are far cheaper for simple high-volume tasks

Try instead: GPT-4.1 Nano, Claude Haiku 4.5

Self-hosting or offline use

Closed source with no available weights — completely dependent on OpenAI API

Try instead: Llama 4 Maverick, Qwen 3

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Do Not Use For

Image generation

LLM — text and vision understanding only, no image creation

Try instead: GPT Image 2.5, FLUX.2 Pro

Video generation

No video output — and OpenAI has no video model since Sora shut down

Try instead: Veo, Kling 2.5 Turbo Pro

Technical Details

Pricing$4 / 1M input tokens, $20 / 1M output tokens (promo through ~Nov 2026; list $5 / $30). Terra: $2 / $12, Luna: $0.20 / $1.20
ParametersUndisclosed
detail.contextWindow1.05M tokens (128K max output)

Links