GPT-5.6 Sol

Text Generation • OpenAI

openai/gpt-5.6-sol

  • Third-party

GPT-5.6 Sol is OpenAI's frontier GPT-5.6 model for complex professional work, using the Responses API for reasoning and stateful context management.

Tip

GPT-5.6 Sol is 50% off through Sept 18

Model Info
Context Window ↗ 1,050,000 tokens
Terms and License link ↗
More information link ↗
Request formats Responses
Pricing <ul><li>Input (per 1M tokens)$2.00</li><li>Output (per 1M tokens)$10.00</li><li>Cached input (per 1M tokens)$0.25</li><li>Cache creation (per 1M tokens)$3.125</li></ul>

Usage

const response = await env.AI.run(
  'openai/gpt-5.6-sol',
  {
    input: 'Create a concise launch checklist for migrating a production API to a new region.',
    instructions: 'Use five bullets and focus on risk reduction.',
    max_output_tokens: 512,
  },
)
console.log(response)

curl https://api.cloudflare.com/client/v4/accounts/$CLOUDFLARE_ACCOUNT_ID/ai/v1/responses \
  --header "Authorization: Bearer $CLOUDFLARE_API_TOKEN" \
  --header "Content-Type: application/json" \
  --data '{
  "model": "openai/gpt-5.6-sol",
  "input": "Create a concise launch checklist for migrating a production API to a new region.",
  "instructions": "Use five bullets and focus on risk reduction.",
  "max_output_tokens": 512
}'

- **Validate readiness:** Confirm capacity, quotas, security controls, certificates, secrets, dependencies, and compliance requirements in the new region.
- **Protect data:** Take verified backups; validate replication consistency, encryption, retention, and restore procedures before cutover.
- **Test end to end:** Run load, latency, failover, integration, and smoke tests using production-like traffic and data.
- **Control cutover:** Lower DNS TTLs, deploy gradually with canary traffic, freeze risky changes, and monitor errors, latency, saturation, and data integrity.
- **Prepare rollback:** Define go/no-go thresholds, owners, communication channels, and a rehearsed rollback plan; retain the old region until stability is confirmed.

{
  "id": "resp_0f038c9de2c94eb6016a4fe97e94f081909f0edfecbfb2abd9",
  "object": "response",
  "created_at": 1783622014,
  "status": "completed",
  "background": false,
  "billing": {
    "payer": "developer"
  },
  "completed_at": 1783622017,
  "error": null,
  "frequency_penalty": 0,
  "incomplete_details": null,
  "instructions": "Use five bullets and focus on risk reduction.",
  "max_output_tokens": 512,
  "max_tool_calls": null,
  "model": "gpt-5.6-sol",
  "moderation": null,
  "output": [
    {
      "id": "rs_0f038c9de2c94eb6016a4fe97f2bac81909bf1c27c448cf46b",
      "type": "reasoning",
      "content": [],
      "summary": []
    },
    {
      "id": "msg_0f038c9de2c94eb6016a4fe97fa0688190a1b4958a6a0aa218",
      "type": "message",
      "status": "completed",
      "content": [
        {
          "type": "output_text",
          "annotations": [],
          "logprobs": [],
          "text": "- **Validate readiness:** Confirm capacity, quotas, security controls, certificates, secrets, dependencies, and compliance requirements in the new region.\n- **Protect data:** Take verified backups; validate replication consistency, encryption, retention, and restore procedures before cutover.\n- **Test end to end:** Run load, latency, failover, integration, and smoke tests using production-like traffic and data.\n- **Control cutover:** Lower DNS TTLs, deploy gradually with canary traffic, freeze risky changes, and monitor errors, latency, saturation, and data integrity.\n- **Prepare rollback:** Define go/no-go thresholds, owners, communication channels, and a rehearsed rollback plan; retain the old region until stability is confirmed."
        }
      ],
      "phase": "final_answer",
      "role": "assistant"
    }
  ],
  "parallel_tool_calls": true,
  "presence_penalty": 0,
  "previous_response_id": null,
  "prompt_cache_key": null,
  "prompt_cache_retention": "in_memory",
  "reasoning": {
    "context": "all_turns",
    "effort": "medium",
    "mode": "standard",
    "summary": null
  },
  "safety_identifier": null,
  "service_tier": "default",
  "store": false,
  "temperature": 1,
  "text": {
    "format": {
      "type": "text"
    },
    "verbosity": "medium"
  },
  "tool_choice": "auto",
  "tool_usage": {
    "image_gen": {
      "input_tokens": 0,
      "input_tokens_details": {
        "image_tokens": 0,
        "text_tokens": 0
      },
      "output_tokens": 0,
      "output_tokens_details": {
        "image_tokens": 0,
        "text_tokens": 0
      },
      "total_tokens": 0
    },
    "web_search": {
      "num_requests": 0
    }
  },
  "tools": [],
  "top_logprobs": 0,
  "top_p": 0.98,
  "truncation": "disabled",
  "usage": {
    "input_tokens": 34,
    "input_tokens_details": {
      "cache_write_tokens": 0,
      "cached_tokens": 0
    },
    "output_tokens": 182,
    "output_tokens_details": {
      "reasoning_tokens": 32
    },
    "total_tokens": 216
  },
  "user": null,
  "metadata": {}
}

Examples

<details>

<summary>Operational Reasoning — Using reasoning effort for a multi-step operational decision</summary>

const response = await env.AI.run(
  'openai/gpt-5.6-sol',
  {
    input:
      'A service has 99.9% monthly availability and just had 31 minutes of downtime. Has it exceeded the monthly error budget for a 30-day month? Show the calculation briefly.',
    max_output_tokens: 512,
    reasoning: { effort: 'medium' },
  },
)
console.log(response)

curl https://api.cloudflare.com/client/v4/accounts/$CLOUDFLARE_ACCOUNT_ID/ai/v1/responses \
  --header "Authorization: Bearer $CLOUDFLARE_API_TOKEN" \
  --header "Content-Type: application/json" \
  --data '{
  "model": "openai/gpt-5.6-sol",
  "input": "A service has 99.9% monthly availability and just had 31 minutes of downtime. Has it exceeded the monthly error budget for a 30-day month? Show the calculation briefly.",
  "max_output_tokens": 512,
  "reasoning": {
    "effort": "medium"
  }
}'

- Total minutes in 30 days: \(30 \times 24 \times 60 = 43{,}200\)
- Error budget at 99.9% availability: \(43{,}200 \times 0.001 = 43.2\) minutes
- Downtime used: 31 minutes

**No**, it has not exceeded the monthly error budget. It has **12.2 minutes remaining**.

{
  "id": "resp_0fcb12a6aa68f25a016a4fe98205b881978b6ab83321e02e3b",
  "object": "response",
  "created_at": 1783622018,
  "status": "completed",
  "background": false,
  "billing": {
    "payer": "developer"
  },
  "completed_at": 1783622020,
  "error": null,
  "frequency_penalty": 0,
  "incomplete_details": null,
  "instructions": null,
  "max_output_tokens": 512,
  "max_tool_calls": null,
  "model": "gpt-5.6-sol",
  "moderation": null,
  "output": [
    {
      "id": "rs_0fcb12a6aa68f25a016a4fe98293e081979139ff657f9b612b",
      "type": "reasoning",
      "content": [],
      "summary": []
    },
    {
      "id": "msg_0fcb12a6aa68f25a016a4fe98354fc8197a4b488662491fdd8",
      "type": "message",
      "status": "completed",
      "content": [
        {
          "type": "output_text",
          "annotations": [],
          "logprobs": [],
          "text": "- Total minutes in 30 days: \\(30 \\times 24 \\times 60 = 43{,}200\\)\n- Error budget at 99.9% availability: \\(43{,}200 \\times 0.001 = 43.2\\) minutes\n- Downtime used: 31 minutes\n\n**No**, it has not exceeded the monthly error budget. It has **12.2 minutes remaining**."
        }
      ],
      "phase": "final_answer",
      "role": "assistant"
    }
  ],
  "parallel_tool_calls": true,
  "presence_penalty": 0,
  "previous_response_id": null,
  "prompt_cache_key": null,
  "prompt_cache_retention": "in_memory",
  "reasoning": {
    "context": "all_turns",
    "effort": "medium",
    "mode": "standard",
    "summary": null
  },
  "safety_identifier": null,
  "service_tier": "default",
  "store": false,
  "temperature": 1,
  "text": {
    "format": {
      "type": "text"
    },
    "verbosity": "medium"
  },
  "tool_choice": "auto",
  "tool_usage": {
    "image_gen": {
      "input_tokens": 0,
      "input_tokens_details": {
        "image_tokens": 0,
        "text_tokens": 0
      },
      "output_tokens": 0,
      "output_tokens_details": {
        "image_tokens": 0,
        "text_tokens": 0
      },
      "total_tokens": 0
    },
    "web_search": {
      "num_requests": 0
    }
  },
  "tools": [],
  "top_logprobs": 0,
  "top_p": 0.98,
  "truncation": "disabled",
  "usage": {
    "input_tokens": 44,
    "input_tokens_details": {
      "cache_write_tokens": 0,
      "cached_tokens": 0
    },
    "output_tokens": 159,
    "output_tokens_details": {
      "reasoning_tokens": 63
    },
    "total_tokens": 203
  },
  "user": null,
  "metadata": {}
}

</details>

Parameters

▶input

one ofrequired

instructions

string

temperature

numberminimum: 0maximum: 2

max_output_tokens

numberexclusiveMinimum: 0

top_p

numberminimum: 0maximum: 1

stream

boolean

▶tools[]

array

tool_choice

▶text{}

object

▶reasoning{}

object

id

string

object

stringconst: response

created_at

number

model

string

▶output[]

array

output_text

string

status

stringenum: in_progress, completed, failed, incomplete

▶usage{}

object

API Schemas (Raw)

Input Open Download

Output Open Download

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