LLMAnonymized

GPT-5.6 Sol

OpenAI's flagship GPT-5.6 model — multimodal reasoning, agentic coding, and a 1M-token context window for frontier knowledge work.

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Provider
OpenAI
Price
$6.25 in · $37.50 out / 1M
Context window
1M tokens
Released
July 9, 2026
License
Proprietary

What is GPT-5.6 Sol?

GPT-5.6 Sol is OpenAI's flagship multimodal language model, released July 9, 2026. It supports text and image inputs, reasoning, tool use, and web search, with a 1,000K-token context window and up to 128K tokens of output. It is a proprietary, closed-weight model designed for demanding coding, agentic, and cybersecurity tasks.

Use it privately on Venice

On Venice, GPT-5.6 Sol runs under an anonymized privacy tier — your prompts are not stored, profiled, or used for training. You get the same flagship reasoning, vision, and tool-use capabilities without a Big-Tech surveillance footprint, paying only for the tokens you use.

Anonymized
No prompt training
TEE · hardware enclave
End-to-end encrypted

What can it do?

Strengths
  • Flagship reasoning and agentic performance, including native multi-agent coordination and programmatic tool calling.
  • Leads published agentic coding benchmarks and scores near the top of broad intelligence indexes.
  • Multimodal with vision support, web search, structured JSON output, and a 1,000K-token context window for long documents and codebases.
  • Explicit prompt caching and multiple reasoning effort levels let developers trade cost against quality per task.
Limitations
  • Closed and proprietary — weights are not released, so self-hosting and fine-tuning are impossible.
  • Premium pricing per token compared to open-weight rivals and even some frontier competitors.
  • Access was heavily restricted during early rollout behind a government-managed preview, and independent evaluators have raised reward-hacking concerns on safety benchmarks.
  • Not uncensored on Venice; safety refusals and content policies from OpenAI still apply.

GPT-5.6 Sol capabilities

How to use it via API

Venice exposes an OpenAI-compatible API. Swap your base URL and call openai-gpt-56-sol.

curl https://api.venice.ai/api/v1/chat/completions \
  -H "Authorization: Bearer $VENICE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "openai-gpt-56-sol",
    "messages": [{ "role": "user", "content": "Explain quantum tunneling simply." }]
  }'

Specifications

MakerOpenAI
ReleasedJuly 9, 2026
ModalityText and image input
ArchitectureDecoder Only
Open weightsNo — proprietary
Context window1,000K tokens
Max output128K tokens
CapabilitiesVision, Function calling, Reasoning, Web search
Privacy on VeniceAnonymized — prompts not stored
Available on Venice sinceJul 2026

Pricing

Billed per token on Venice: $6.25 per 1M input tokens and $37.50 per 1M output tokens.

Input / 1M tokens
$6.25
Output / 1M tokens
$37.50
Cached input / 1M
$0.63

New Venice accounts include a free daily allowance and 500 welcome credits — no credit card required.

GPT-5.6 Sol vs alternatives

ModelContext windowOpen weightsPrice (Venice)Best for
GPT-5.6 Sol1M tokensNo$6.25 in · $37.50 out / 1MAgentic coding & reasoning
Claude Fable 51M tokensNo$12 in · $60 out / 1MMaximum intelligence score
Claude Opus 4.81M tokensNo$6 in · $30 out / 1MBalanced frontier performance
DeepSeek V3.2160K tokensYes$0.33 in · $0.48 out / 1MOpen-weight efficiency

Flagship tier with vision, tool use, web search, and the widest context in the family.

What is it good for?

  • Long-horizon coding and agentic software engineering over large codebases.
  • Complex knowledge work and analysis over very large documents (1M-token context).
  • Cybersecurity research and red-teaming workflows with appropriate safeguards.
  • Multi-step research with web search, tool calling, and structured output.
  • Structured data extraction and JSON-schema generation from mixed text and image inputs.

Prompting tips

  • Start with your existing GPT-5.5 reasoning setting, then test one level lower — GPT-5.6 often maintains quality with fewer tokens.
  • Mark reusable prompt prefixes for caching to reduce costs on repeated long-context workloads.
  • Use programmatic tool calling for bounded, tool-heavy workflows rather than chaining manual function calls.
  • For agentic coding, use ultra mode when you need parallel subagents to divide independent workstreams.

Version history

GPT-5.6 Sol
2026-07-09

CurrentCurrent flagship tier with multi-agent coordination and programmatic tool calling.

Frequently asked questions

GPT-5.6 Sol is OpenAI's flagship multimodal language model, released July 9, 2026. It handles text and image inputs, reasoning, tool use, and web search, and is designed for demanding coding, agentic workflows, and cybersecurity tasks with a 1,000K-token context window.

On Venice, GPT-5.6 Sol is billed at $6.25 per 1 million input tokens and $37.50 per 1 million output tokens. Cached input tokens cost $0.63 per 1 million. You pay only for what you use with no subscription required.

No. GPT-5.6 Sol is a proprietary, closed-weight model from OpenAI. Its weights have not been released, so it cannot be self-hosted or fine-tuned. For an open-weight alternative on Venice, consider DeepSeek V3.2 or Kimi K2.6.

Yes. On Venice, GPT-5.6 Sol supports function calling, vision (image input), reasoning, web search, structured JSON output, and multiple image inputs. It can also use programmatic tool calling and multi-agent coordination in compatible setups.

GPT-5.6 Sol leads on agentic coding benchmarks and costs significantly less per task than Claude Fable 5 on max reasoning, while Claude Fable 5 currently scores slightly higher on some broad intelligence indexes. Choose Sol for coding agents and long-context workflows; choose Fable 5 if you need the highest raw intelligence score and budget is less critical.

GPT-5.6 Sol supports a 1,000,000-token context window on Venice, with a maximum output of 128,000 tokens per generation. This makes it suitable for very large documents, codebases, and multi-turn agentic sessions.

No. GPT-5.6 Sol is not uncensored. It runs with OpenAI's safety stack and content policies, so certain sensitive or high-risk requests may still be refused. Venice does not store your prompts, but the model's own refusals remain active.

Venice offers a free trial with credits that you can use toward any hosted model, including GPT-5.6 Sol. Heavy or sustained use requires purchasing additional credits.

OpenAI offers three tiers: Sol (flagship capability), Terra (balanced performance at lower cost), and Luna (fast, affordable, high-volume). On Venice, GPT-5.6 Sol is the flagship tier available for maximum reasoning and agentic tasks.

Related models

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