OpenAI

GPT-5.5 Pro

由 GetInfoUs 研究团队审核最后审核日期:October 2026编辑政策
87
Intelligence Index

OpenAI 推出的 GPT-5.5 Pro 人工智能模型,具备 1.1M 上下文窗口,输入价格为 $50/百万 Token,输出价格为 $300/百万 Token,专为高质量生产环境、推理与自动化工作流打造。

Technical Specifications

Provider
OpenAI
Category
flagship
Release Date
2026-04
Knowledge Cutoff
December 2025
Architecture
Maximum-accuracy unified reasoning model
Parameters
Confidential
Context Window
1.1M tokens
Max Output
128K tokens
Cached Input Price
$5 / 1M tokens
Batch API Discount
50% off async batch
Consumer Subscription
$20 / month
Reasoning Mode
Yes (Chain-of-Thought)
Reasoning Effort Control
Configurable (Low / Med / High)
Tool Calling
Yes
Structured Outputs
Yes
Open Weights
No (Proprietary Cloud)
Input Modalities
text, vision
Output Modalities
text
Official Documentation
Visit Official Docs ↗

Data Privacy, Licensing & Deployment Governance

API Data Training Policy
API payloads are excluded from model training by default
Model License & Commercial Rights
Proprietary Commercial API (OpenAI Terms)
Deployment & Cloud Availability
OpenAI Platform API, Microsoft Azure OpenAI Foundry
Output Ownership
Full commercial ownership of generated outputs

Official Provider Release Intelligence, API Quotas & Agentic Specs

Compare Multi-Models Side-by-Side →
Official API Model ID (SDK String)
gpt-5-5-pro
Supported SDK & API Protocol
OpenAI Responses API & Chat Completions v1
Lifecycle & Deprecation Status
Active GA (Guaranteed support through 2028+)
Production Rate Limits (RPM & TPM)
10,000 – 30,000 RPM (Tier 5 Enterprise) · 4,000,000 – 10,000,000 TPM
Long-Context Pricing Tier (>128K / >200K)
Flat rate ($50/1M in) across full 1050K window
Prompt Cache Write & TTL Policy
Automatic prefix caching at $5/1M (no extra cache-write fee)
Computer Use & Browser GUI Agent
Supported (Screen coordinate grounding, browser & desktop GUI action loops)
MCP & Parallel Tool Calling
Native MCP Client/Server ready · Parallel function calling · 100% Strict JSON Schema
Web Search Grounding & Code Sandbox
Native Web Search tool + Hosted Code Interpreter & File Search RAG
Fine-Tuning & Distillation Support
Supervised Fine-Tuning (SFT), Direct Preference (DPO) & Reinforcement Fine-Tuning (RFT)
Multimodal Tokenization Billing
Text BPE (~4 chars/token) · Vision (~258–765 tokens per image tile)
Weights Precision & Quantization
Cloud-Hosted Proprietary (FP8 / BF16 Tensor Core Cluster)
Minimum GPU VRAM Requirement
Zero Local VRAM Required (100% Serverless Cloud API)
Supported Inference Engines
Managed OpenAI Cloud API
System Card & Safety Framework
OpenAI Preparedness Framework Audited & System Card Published
Enterprise Compliance (SOC2 / HIPAA / ZDR)
SOC2 Type II · GDPR · Zero Data Retention (ZDR) & HIPAA BAA Available on Enterprise Tier
Engineering & Pricing Workbench

GPT-5.5 Pro Cost, Context, Hardware & API Integration

500 / day
4,000 tok
1,000 tok
Conversation Depth (History Re-billing):1 Turn (Single-Shot)
50%
Estimated Monthly API Cost (30 Days)
$6,150.00$7,500.00
Monthly Savings: $1350.00 (Caching/Batch)
Subscription ($20/mo) vs API

For single-user chat, a $20/mo subscription caps your bill below this API volume.

Break-even point: ~2 requests/day equals $20/month.

Same Monthly Workload Cost Across Popular Reference Models

GPT-5.5 Pro (Active)
$6,150.00
/ month
Gemini 2.5 Flash
$18.00
/ month
DeepSeek V3
$32.70
/ month
GPT-4o
$300.00
/ month
Claude 3.7 Sonnet
$405.00
/ month

Live Prompt Paste Tokenizer & Cost Counter

Paste real system instructions, JSON schemas, or code to measure BPE token counts across tokenizers.

Chars / Words
175 / 24
OpenAI o200k
~46 tok
Claude BPE
~49 tok
Llama / DeepSeek
~51 tok

Hybrid Prompt Routing Cascade Simulator

Route routine queries to a fast lightweight model ($0.15/1M) and escalate only complex reasoning turns to GPT-5.5 Pro:

Cascaded Monthly Bill:$1551.00/mo
Saves $4599.00/mo (75% cost reduction) vs sending 100% of traffic to GPT-5.5 Pro.

Benchmark Scores & 6-Axis Capability Radar

Benchmark Encyclopedia
Coding (95)Reasoning (93)Knowledge (90)Speed (28)Context (100)Cost Value (44)
GPT-5.5 Pro2026 Frontier Median
SWE-bench Verified
82.6%
GPQA Diamond
81.2%
MMLU-Pro
90.2%
HumanEval
97%
Humanity's Last Exam
16.9%
Terminal-Bench
59.5%
SciCode
53.5%
LiveCodeBench
79.6%
AIME
95.4%
Long-Context Reasoning
88.4%
Chatbot Arena Elo
1478pts

Strengths

  • 由 OpenAI 研发的高精度 Maximum-accuracy unified reasoning model 架构,支持 1.1M 上下文窗口
  • 极具竞争力的 API 定价(输入 $50/1M,输出 $300/1M),支持高速推理与工具调用
  • 在代码生成、逻辑推理与多语言处理基准测试中表现出色

Limitations & Trade-offs

  • 超长上下文请求需要规划 Token 成本与并发配额
  • 针对特定垂直领域任务建议结合系统提示词与检索增强(RAG)以获得最佳效果

Editorial Assessment

GPT-5.5 Pro 是 OpenAI 旗下极具代表性的模型,在性能、速度与 API 成本之间实现了卓越平衡。

Best for: 企业级 AI 自动化、代码研发、智能体(Agent)工作流以及 OpenAI 生态深度集成

Frequently Asked Questions about GPT-5.5 Pro

How much does the GPT-5.5 Pro API cost per 1M tokens?+

GPT-5.5 Pro by OpenAI is priced at $50 per 1M input tokens and $300 per 1M output tokens. With prompt caching enabled, cached input tokens cost $5 per 1M tokens, and asynchronous Batch API requests receive a 50% discount.

Should I use a $20/month subscription or the GPT-5.5 Pro pay-as-you-go API?+

A flat $20/month consumer subscription is predictable for daily interactive chat and manual coding. However, if you are building software, running automated workflows, or sending low-to-moderate volume with prompt caching enabled, the pay-as-you-go API is typically far more cost-effective and offers higher rate limits without manual UI caps.

How many words and pages fit in GPT-5.5 Pro's context window?+

GPT-5.5 Pro features a 1.1M tokens context window, which equals approximately 787,500 English words or ~2,100 standard single-spaced pages in a single prompt. Its maximum output generation per turn is 128,000 tokens.

Can I run GPT-5.5 Pro locally on my own GPU (Open Weights)?+

No, GPT-5.5 Pro is a proprietary closed-weights model hosted by OpenAI. It cannot be downloaded for local GPU execution and must be accessed via OpenAI's official API or cloud platform.

Does OpenAI train on data sent to the GPT-5.5 Pro API, and is commercial use allowed?+

API payloads are excluded from model training by default. License tier: Proprietary Commercial API (OpenAI Terms). Full commercial ownership of generated outputs. Supported deployment channels include: OpenAI Platform API, Microsoft Azure OpenAI Foundry.

How does GPT-5.5 Pro perform on coding and reasoning benchmarks?+

GPT-5.5 Pro achieves a composite Intelligence Index of 87/100, scoring 82.6% on SWE-bench Verified, 81.2% on GPQA Diamond, 90.2% on MMLU-Pro, and 1478 pts on Chatbot Arena Elo.

What is GPT-5.5 Pro best used for?+

GPT-5.5 Pro is best suited for: 企业级 AI 自动化、代码研发、智能体(Agent)工作流以及 OpenAI 生态深度集成. Assessment: GPT-5.5 Pro 是 OpenAI 旗下极具代表性的模型,在性能、速度与 API 成本之间实现了卓越平衡。

AI Glossary & Architecture Concepts

View full glossary →

Key machine learning concepts and benchmarks relevant to GPT-5.5 Pro:

Benchmark scores, token prices, and rate limits evolve rapidly as AI labs release model updates. Always verify current specifications and pricing on the official provider documentation.

数据来源: OpenAI Official Pricing & Technical Reports (Late 2026)↗