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  2. /Model
  3. /OpenAI
  4. /gpt-5.6-sol / file-analysis
OpenAI
GPT 5.6 Sol
$ 
gpt-5.6-sol is OpenAI's flagship reasoning model. Designed for agentic logic, gpt-5.6-sol handles 256k tokens, providing precise data synthesis and symbolic math for enterprise-scale engineering and legal discovery workflows.

Modalities

Input: TextInput: ImageInput: Document
Output: Text

/

Context

API Usage Examples
$ 
curl --request POST "https://gptproto.com/v1/chat/completions" \
  --header "Authorization: Bearer $GPTPROTO_API_KEY" \
  --header "Content-Type: application/json" \
  --data '{
    "model": "gpt-5.6-sol",
    "messages": [
      {
        "role": "user",
        "content": "Hello"
      }
    ]
  }'
GPT 5.6 Sol pricing

Estimate a request with real work scenarios. GPTProto token pricing is 20% below official rates.

Cost calculator

Multi-turn agent with cached context.
TokensRateCost
$4 / 1M$0.006
$24 / 1M$0.0192
$5 / 1M$0.015
$0.4 / 1M$0.01
Cost per request$0.0502

Top up

GPTProto vs official pricing.
Requests
You pay
20% off
$100
You receive$100.00

Save$25.00 (20%)vs OpenAI official

Related Models
All Models
ModelInput → Output
GPT 5.6 SolCurrent
1.05M$4.00 / $24.00 per 1M$5.00 / $0.40 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GLM 5.3
1.05M$1.26 / $3.96 per 1M— / $0.23 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Gemini 3.7 Flash
1.05M$0.45 / $2.25 per 1M— / $0.04 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Grok 4.6
500K$1.20 / $3.60 per 1M— / $0.30 per 1M
Input: TextInput: Image
Output: Text
Qwen3.8 Max
1M$1.80 / $5.40 per 1M$2.25 / $0.23 per 1M
Input: TextInput: ImageInput: VideoInput: Document
Output: Text
Claude Opus 5
1M$4.00 / $20.00 per 1M$5.00 / $0.40 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Gemini 3.6 Flash
1.05M$0.45 / $2.25 per 1M— / $0.04 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Gemini 3.5 Flash Lite
1.05M$0.18 / $1.50 per 1M$0.02 / $0.02 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Kimi K3
1.05M$2.70 / $13.50 per 1M$0.27 / $0.27 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GPT 5.6 Luna
1.05M$0.16 / $0.96 per 1M$0.20 / $0.02 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GPT 5.6 Terra
1.05M$1.60 / $9.60 per 1M$2.00 / $0.16 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Grok 4.5
500K$1.20 / $3.60 per 1M$0.30 / $0.30 per 1M
Input: TextInput: Image
Output: Text
Claude Sonnet 5
1M$1.60 / $8.00 per 1M$2.00 / $0.16 per 1M
Input: TextInput: Document
Output: Text
MiniMax M3
1.05M$0.48 / $0.96 per 1M$0.10 / $0.10 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GLM 5.2
1.05M$1.26 / $3.96 per 1M$0.23 / $0.23 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GPT 5.1 Chat Latest
—$1.00 / $8.00 per 1M$0.10 / $0.10 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Claude Fable 5
1M$8.00 / $40.00 per 1M$10.00 / $0.80 per 1M
Input: TextInput: Document
Output: Text
Qwen3.7 Max
1M$0.36 / $1.44 per 1M$0.07 / $0.07 per 1M
Input: TextInput: Document
Output: Text
DeepSeek v4 Flash
—1.05M$0.44 / $1.32 per 1M— / $0.01 per 1M
Input: Text
Output: Text
DeepSeek v4 Pro
—1.05M$1.32 / $3.96 per 1M— / $0.04 per 1M
Input: Text
Output: Text
Grok 4.3
1M$0.75 / $1.50 per 1M$0.12 / $0.12 per 1M
Input: TextInput: Image
Output: Text
GPT 5.4 Pro
1.05M$24.00 / $144.00 per 1M—
Input: TextInput: ImageInput: Document
Output: Text
GPT 5.5 Pro
1.05M$24.00 / $144.00 per 1M—
Input: TextInput: ImageInput: Document
Output: Text
GPT 5.5
1.05M$4.00 / $24.00 per 1M$0.40 / $0.40 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Kimi K2.6
262K$0.85 / $3.60 per 1M$0.14 / $0.14 per 1M
Input: TextInput: Document
Output: Text
GLM 5.1
205K$1.26 / $3.96 per 1M$0.23 / $0.23 per 1M
Input: TextInput: Document
Output: Text
DeepSeek v3.2
164K$0.17 / $0.25 per 1M$0.02 / $0.02 per 1M
Input: Text
Output: Text
MiniMax M2.5
205K$0.24 / $0.96 per 1M$0.30 / $0.02 per 1M
Input: TextInput: Document
Output: Text
Kimi K2.5
262K$0.54 / $2.70 per 1M$0.09 / $0.09 per 1M
Input: TextInput: Document
Output: Text
Qwen Turbo
—$0.04 / $0.18 per 1M$0.009 / $0.009 per 1M
Input: Text
Output: Text
Doubao Seed 1.6 Thinking (Build 250715)
262K$0.10 / $0.97 per 1M—
Input: TextInput: Image
Output: Text
Doubao Seed 1.6 Thinking (Build 250615)
262K$0.10 / $0.97 per 1M—
Input: TextInput: Image
Output: Text
Doubao Seed 1.6 Flash (Build 250615)
262K$0.02 / $0.18 per 1M—
Input: TextInput: Image
Output: Text

Core Features of the gpt-5.6-sol Model

Explore the specialized features that make gpt-5.6-sol the leading choice for high-reasoning and agentic AI applications.

gpt-5.6-sol Agentic Efficiency

gpt-5.6-sol reduces tool-call fatigue in autonomous loops. The gpt-5.6-sol logic ensures tasks terminate correctly after completion, making it ideal for software agents.

gpt-5.6-sol Native File Search

Integrate gpt-5.6-sol with vector stores for high-recall semantic search. gpt-5.6-sol retrieves facts from your files to provide grounded, expert-level responses.

gpt-5.6-sol Symbolic Math

gpt-5.6-sol outperforms competitors in symbolic logic and high-level calculus. Use gpt-5.6-sol for scientific research and complex financial modeling where precision matters.

gpt-5.6-sol 256k Context

The gpt-5.6-sol 256,000 token window handles massive datasets. gpt-5.6-sol maintains perfect recall across large technical documents for accurate cross-referencing.

gpt-5.6-sol Common Questions & Technical Insights

Learn about gpt-5.6-sol logic capabilities, context window limits, and how gpt-5.6-sol integrates with your existing workflows for maximum reasoning efficiency.

How does gpt-5.6-sol handle complex tool-calling loops?

The gpt-5.6-sol variant is specifically optimized to minimize tool-call fatigue. In multi-step autonomous workflows, gpt-5.6-sol demonstrates a higher success rate in terminating loops once a solution is reached, compared to GPT-4o. This makes gpt-5.6-sol the preferred choice for developers building AI agents that interact with terminal commands or large codebases where efficiency and logical precision are paramount for task completion.

What is the context window for gpt-5.6-sol?

Every gpt-5.6-sol instance supports a massive 256,000 token context window. This capacity allows gpt-5.6-sol to process and synthesize data from hundreds of pages of documentation or complex codebases. When using gpt-5.6-sol for long-form analysis, the model maintains high recall of specific dependencies, ensuring that information from the beginning of the prompt is accurately factored into the final gpt-5.6-sol output.

Can gpt-5.6-sol perform semantic search on my files?

Yes, gpt-5.6-sol includes native support for the file search tool. By creating vector stores and uploading your documents, gpt-5.6-sol can automatically retrieve relevant information to answer queries. This built-in RAG capability allows gpt-5.6-sol to ground its responses in your specific knowledge base, significantly reducing the likelihood of hallucinations and improving the accuracy of gpt-5.6-sol in technical or legal contexts.

Is gpt-5.6-sol suitable for real-time chat applications?

While gpt-5.6-sol is extremely powerful, it is optimized for reasoning rather than ultra-low latency. For simple chat interfaces requiring sub-100ms responses, gpt-4o-mini may be more appropriate. However, if your chat application involves solving complex optimization problems or analyzing dense files, the reasoning depth of gpt-5.6-sol provides a superior user experience by delivering more accurate and logically sound answers.

Does gpt-5.6-sol offer better math performance than 4o?

Testing on the MATH benchmark shows that gpt-5.6-sol significantly outperforms previous iterations. The gpt-5.6-sol model excels in symbolic logic, high-level calculus, and optimization problems. This makes gpt-5.6-sol an essential tool for scientific research and financial analysis where mathematical precision is non-negotiable. Developers can rely on gpt-5.6-sol for complex calculations that often trip up less specialized models.

How do I manage API costs with gpt-5.6-sol?

Managing gpt-5.6-sol costs is straightforward through our platform. The gpt-5.6-sol model supports context caching, which offers a 50% discount on repeat input prefixes. Additionally, for high-throughput enterprise users, our platform provides unified billing and tiered discounts that can reduce the effective cost of gpt-5.6-sol by up to 10%. This makes gpt-5.6-sol accessible for both prototyping and large-scale production deployments.

GPT Proto

Empowering AI Innovation with Global Scale and Stability:

With our flagship product GPT Proto, we offer a unified interface to access and combine APIs from the world's leading AI providers—spanning text, vision, speech, and beyond. We empower developers and enterprises to simplify integration and accelerate innovation without limits.

Global Infrastructure, Local Compliance:

To ensure enterprise-grade reliability and compliance, Talent Tech Global Limited operates specifically as our global Billing and Contracting Entity. Meanwhile, our core technical infrastructure and R&D teams are strategically distributed across global innovation hubs, including Silicon Valley, Singapore, and Hong Kong.

Built to Scale:

We understand that stability is paramount. Our platform is built on a robust, decentralized architecture supporting dynamic Auto-scaling. Whether you are running a pilot or handling millions of concurrent requests, our system expands instantly to meet demand—guaranteeing that your business never outgrows our infrastructure.

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