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OpenAI: GPT-5.4 (batch)

openai/gpt-5.4:batch

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GPT-5.4 is OpenAI’s latest frontier model, unifying the Codex and GPT lines into a single system. It features a 1M+ token context window (922K input, 128K output) with support for text and image inputs, enabling high-context reasoning, coding, and multimodal analysis within the same workflow.

The model delivers improved performance in coding, document understanding, tool use, and instruction following. It is designed as a strong default for both general-purpose tasks and software engineering, capable of generating production-quality code, synthesizing information across multiple sources, and executing complex multi-step workflows with fewer iterations and greater token efficiency.

Modalities
In / Out Price
$1.25 / $7.50per 1M
Context
1.1M
Released
Mar 5, 2026
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ProvidersPricingPerformanceUptimeBenchmarksAppsActivityDocumentationFAQExplore

Providers

Different companies host the same model. OpenRouter routes your request to one of them based on the routing mode you pick — Balanced (price + speed), Nitro (fastest), or Floor (cheapest).

Pricing

The average price customers actually pay for this model, next to the prices providers post. Caching and discounts mean the price actually paid is often well below the listed one.

Performance

Throughput is how fast the model writes (tokens per second — higher is better). Latency is total round-trip time (lower is better). TTFT is time-to-first-token — how long before you see anything appear (lower is better).

Uptime

Uptime is the percentage of the past 3 days that at least one provider was responding to requests. Availability is the percentage of time that inference was successfully served. OpenRouter continuously monitors and uses the next-best provider when one returns an error.

Benchmarks

Scores on standardized evaluations and this model’s own outputs on shared benchmark prompts. Higher percentages are better — and each rank shows where this model lands among the models evaluated on that source.

Benchmark score summary for OpenAI: GPT-5.4 (batch) (Artificial Analysis, Design Arena and Vals AI)
SourceBenchmarkScore
Artificial AnalysisGPT-5.4 (Xhigh) Intelligence Index39.0
Artificial AnalysisGPT-5.4 (Xhigh) Coding Index71.1
Artificial AnalysisGPT-5.4 (Xhigh) GPQA Diamond92.0%
Artificial AnalysisGPT-5.4 (Xhigh) HLE43.7%
Artificial AnalysisGPT-5.4 (Xhigh) IFBench73.9%
Artificial AnalysisGPT-5.4 (Xhigh) τ²-Bench Telecom87.1%
Artificial AnalysisGPT-5.4 (Xhigh) AA-LCR82.0%
Artificial AnalysisGPT-5.4 (Xhigh) τ-Bench Banking39.6%
Artificial AnalysisGPT-5.4 (Xhigh) GDPval-AA37.3%
Artificial AnalysisGPT-5.4 (Xhigh) CritPt23.4%
Artificial AnalysisGPT-5.4 (Xhigh) Terminal-Bench Hard57.6%
Artificial AnalysisGPT-5.4 (Xhigh) Terminal-Bench 2.178.3%
Artificial AnalysisGPT-5.4 (Xhigh) AA-Omniscience Accuracy50.8%
Artificial AnalysisGPT-5.4 (Xhigh) AA-Omniscience Non-Hallucination Rate8.3%
Artificial AnalysisGPT-5.4 (Non-reasoning) Intelligence Index18.2
Artificial AnalysisGPT-5.4 (Non-reasoning) GPQA Diamond74.8%
Artificial AnalysisGPT-5.4 (Non-reasoning) HLE11.3%
Artificial AnalysisGPT-5.4 (Non-reasoning) IFBench48.4%
Artificial AnalysisGPT-5.4 (Non-reasoning) τ²-Bench Telecom36.0%
Artificial AnalysisGPT-5.4 (Non-reasoning) AA-LCR58.3%
Artificial AnalysisGPT-5.4 (Non-reasoning) CritPt0.6%
Artificial AnalysisGPT-5.4 (Non-reasoning) Terminal-Bench Hard37.9%
Artificial AnalysisGPT-5.4 (Non-reasoning) AA-Omniscience Accuracy37.4%
Artificial AnalysisGPT-5.4 (Non-reasoning) AA-Omniscience Non-Hallucination Rate15.3%
Artificial AnalysisGPT-5.4 (Low) Intelligence Index27.6
Artificial AnalysisGPT-5.4 (Low) GPQA Diamond87.1%
Artificial AnalysisGPT-5.4 (Low) HLE30.8%
Artificial AnalysisGPT-5.4 (Low) IFBench65.9%
Artificial AnalysisGPT-5.4 (Low) τ²-Bench Telecom74.6%
Artificial AnalysisGPT-5.4 (Low) AA-LCR76.7%
Artificial AnalysisGPT-5.4 (Low) CritPt7.4%
Artificial AnalysisGPT-5.4 (Low) Terminal-Bench Hard43.2%
Artificial AnalysisGPT-5.4 (Low) AA-Omniscience Accuracy47.8%
Artificial AnalysisGPT-5.4 (Low) AA-Omniscience Non-Hallucination Rate17.4%
Design ArenaGPT-5.4 (Medium) Models Arena 3D Elo1102
Design ArenaGPT-5.4 (Medium) Models Arena Asciiart Elo1199
Design ArenaGPT-5.4 (Medium) Models Arena Code Categories Elo1210
Design ArenaGPT-5.4 (Medium) Models Arena Data Visualization Elo1235
Design ArenaGPT-5.4 (Medium) Models Arena Game Development Elo1239
Design ArenaGPT-5.4 (Medium) Models Arena SVG Elo1195
Design ArenaGPT-5.4 (Medium) Models Arena UI Component Elo1240
Design ArenaGPT-5.4 (Medium) Models Arena Website Elo1215
Vals AIGPT 5.4 (xhigh) AIME96.7%
Vals AIGPT 5.4 (xhigh) CaseLaw v263.8%
Vals AIGPT 5.4 (xhigh) Code Migration35.0%
Vals AIGPT 5.4 (xhigh) CorpFin v265.3%
Vals AIGPT 5.4 (xhigh) Finance Agent v1.157.2%
Vals AIGPT 5.4 (xhigh) GPQA Diamond91.7%
Vals AIGPT 5.4 (xhigh) Harvey's Legal Agent Benchmark v10.0%
Vals AIGPT 5.4 (xhigh) IOI v167.8%
Vals AIGPT 5.4 (xhigh) LiveCodeBench84.1%
Vals AIGPT 5.4 (xhigh) LegalBench86.0%
Vals AIGPT 5.4 (xhigh) MedCode41.3%
Vals AIGPT 5.4 (xhigh) MedQA96.1%
Vals AIGPT 5.4 (xhigh) MedScribe77.5%
Vals AIGPT 5.4 (xhigh) MMLU Pro87.5%
Vals AIGPT 5.4 (xhigh) MMMU Pro87.5%
Vals AIGPT 5.4 (xhigh) MortgageTax68.3%
Vals AIGPT 5.4 (xhigh) ProgramBench0.0%
Vals AIGPT 5.4 (xhigh) ProofBench v156.0%
Vals AIGPT 5.4 (xhigh) SAGE43.3%
Vals AIGPT 5.4 (xhigh) SkillsBench51.7%
Vals AIGPT 5.4 (xhigh) SWE-bench78.2%
Vals AIGPT 5.4 (xhigh) TaxEval v274.0%
Vals AIGPT 5.4 (xhigh) Terminal-Bench 2.058.4%
Vals AIGPT 5.4 (xhigh) Vals Index66.1%
Vals AIGPT 5.4 (xhigh) Vals Multimodal Index65.2%
Vals AIGPT 5.4 (xhigh) Vibe Code Bench v1.167.4%

Apps

Public apps that send the most traffic to this model. Good signal for what real production workloads look like — and a hint at which use cases this model is best suited for.

Activity

Token volume and request traffic to this model over time.

API

Drop-in code to call this model. OpenRouter's API is OpenAI-compatible — most SDKs work by just swapping the base URL. The only thing that changes between models is the model slug below.

Not currently available through EU in-region routing. In-region routing docs

Documentation

Guides, cookbooks, blog posts, and tools for building with OpenAI: GPT-5.4 (batch) on OpenRouter.

  • GPT-5.4 Migration GuideCookbook

Explore more models

AI Models with Vision: Multimodal LLMs for Image UnderstandingCollectionAI Model RankingsRanking

Not enough data for apps using this model yet.

Frequently asked questions

GPT-5.4 is OpenAI’s latest frontier model, unifying the Codex and GPT lines into a single system. It features a 1M+ token context window (922K input, 128K output) with support for text and image inputs, enabling high-context reasoning, coding, and multimodal analysis within the same workflow.

The GPT-5.4 (batch) documentation on OpenRouter includes the GPT-5.4 Migration Guide cookbook. The quickstart covers API keys and your first request, and the API reference lists every parameter.

GPT-5.4 (batch) costs $1.25/M input tokens and $7.50/M output tokens, with separate rates for Cache Read at $0.125/M tokens and Web Search at $10.00/1K calls.

GPT-5.4 (batch) has a 1,050,000 token context window. It supports up to 128,000 completion tokens.

Yes. GPT-5.4 (batch) accepts tools and tool_choice for function calling. It also supports structured outputs via a JSON schema in response_format.

GPT-5.4 (batch) accepts text, images, and files such as PDFs as input and returns text.

GPT-6 Luna Decisions, GPT-6.1 Sol Pro, GPT-6.1 Sol and 62 more are other text models from OpenAI.

GPT-5.4 (batch) was released on March 5, 2026.