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  2. /Model
  3. /OpenAI
  4. /gpt-5.6-sol / image-to-text
OpenAI
GPT 5.6 Sol
$ 
The gpt-5.6-sol model is a high-reasoning engine by OpenAI, optimized for agentic workflows and multi-step logic. Featuring a 256k context window and enhanced symbolic reasoning, it minimizes tool-call fatigue for autonomous AI orchestration.

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

Key Features of gpt-5.6-sol

Discover the technical advantages of gpt-5.6-sol, from its unique solution-oriented architecture to its high-fidelity multimodal capabilities for developers.

Agentic Loop Optimization

The gpt-5.6-sol architecture targets tool-call fatigue, allowing autonomous agents to complete multi-step tasks and exit loops logically without wasting tokens on repetitive execution cycles.

256k Long-Context Reasoning

With a 256,000 token window, gpt-5.6-sol synthesizes massive datasets, extracting cross-referenced dependencies from technical docs or legal filings with higher recall than standard models.

Native High-Fidelity Vision

Use gpt-5.6-sol with "original" detail to preserve input dimensions. This is ideal for click-accuracy in computer-use cases and interpreting dense, spatially sensitive charts or diagrams.

Symbolic Math & Logic

Outperforming previous benchmarks, gpt-5.6-sol excels at symbolic logic and high-level calculus. It provides lower hallucination rates in "if-then-else" chain-of-thought scenarios for developers.

gpt-5.6-sol Frequently Asked Questions

Get answers to common technical queries about the gpt-5.6-sol model, including details on its agentic logic, vision processing, and pricing on GPTProto.com.

How does gpt-5.6-sol handle autonomous tool use?

gpt-5.6-sol is optimized for agentic efficiency. The "Sol" (Solution) variant specifically reduces tool-call fatigue, a common issue where models fail to terminate a loop after a task is finished. By using gpt-5.6-sol, your agents can navigate large codebases and execute terminal commands more reliably, as the model maintains a stronger grasp of the overall objective throughout multi-step reasoning chains.

What are the vision capabilities of gpt-5.6-sol?

gpt-5.6-sol supports native image analysis with a unique "original" detail level. This mode preserves the exact input dimensions without resizing, allowing for superior performance in spatially sensitive tasks. While earlier models might struggle with small text or precise coordinates, gpt-5.6-sol provides high-fidelity understanding for UI automation, medical imaging, and complex graphs, provided the images are clear.

How does the 256k context window benefit my project?

The massive context window of gpt-5.6-sol allows you to feed entire technical libraries or massive legal documents into a single prompt. This enables gpt-5.6-sol to extract specific dependencies and cross-reference information with high recall. Furthermore, our platform supports context caching for gpt-5.6-sol, providing a 50% discount on repeat prefixes, which significantly lowers the cost of long-context operations.

Is gpt-5.6-sol better for creative or logical writing?

The gpt-5.6-sol model is explicitly tuned for logic and solutions rather than creative prose. While it can write clearly, its tone is often more prescriptive and literal compared to models like Claude 3 Opus. For tasks requiring symbolic logic, mathematical solving, or complex financial modeling, gpt-5.6-sol is superior, but for niche creative storytelling, you may find its logic-heavy tuning to be more "robotic."

What is the latency for gpt-5.6-sol reasoning tasks?

While gpt-5.6-sol is a high-reasoning model, it maintains a competitive Time-to-First-Token (TTFT) of approximately 450ms for reasoning-heavy prompts. It is faster than GPT-4 Turbo for complex logic, though it may have more overhead than smaller models like gpt-4o-mini. For real-time UI chat requiring sub-100ms response times, we recommend using gpt-5.6-sol for the "heavy lifting" and a smaller model for the interface.

Why should I use gpt-5.6-sol via GPTProto.com?

Accessing gpt-5.6-sol through GPTProto.com offers several enterprise advantages. We provide a unified API with enhanced monitoring, automatic failover to fallback models, and tiered volume discounts. Your data sent to gpt-5.6-sol through our platform is never used for training. Additionally, we offer monthly invoicing and Net-30 terms for high-volume users, ensuring your gpt-5.6-sol deployment is stable and cost-effective.

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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