openai
OpenAI: GPT-5.4 Pro (batch)
openai/gpt-5.4-pro:batch
Our take
AI-assisted analysis based on the sources below. Suitability is an editorial assessment; test it on your own workload.
openai/gpt-5.4-pro:batch is listed by OpenRouter as a batch variant of GPT-5.4 Pro, mapped to the canonical model gpt-5.4-pro-20260305. The catalog reports text, image, and file inputs with text output, mandatory reasoning with multiple effort settings, and support for tools, structured outputs, and related response controls. It also reports a context window above one million tokens. This evidence is catalog-only; no independent model card or measured benchmark results were included, so real workload performance remains unverified.[1]
Strengths
Limitations
- The evidence pack contains only OpenRouter catalog data; an independent model card was not available in this source pack.[1]
- No measured benchmark or evaluation results were supplied; quality and performance require representative workload validation.[1]
- Reasoning is reported as mandatory, with only medium, high, and xhigh efforts and no disabled mode listed.[1]
Where to use it
- Potentially suitable for analyzing large text or file collections when text output is sufficient; validate quality on representative workloads.[1]
- May be evaluated for image-assisted tasks that require structured text output or tool calls, without assuming accuracy.[1]
- The batch-labeled variant could be tested for bulk processing pipelines, although the catalog does not define its scheduling or delivery behavior.[1]
Sources
- [1] OpenRouter catalog · OpenAI: GPT-5.4 Pro (batch)Sources checked: Nov 13, 2026
About this model
Description below is the original text supplied by OpenRouter, shown in the source language.
GPT-5.4 Pro is OpenAI's most advanced model, building on GPT-5.4's unified architecture with enhanced reasoning capabilities for complex, high-stakes tasks. It features a 1M+ token context window (922K input, 128K...
Specifications
- Model ID
- openai/gpt-5.4-pro:batch
- Canonical ID
- openai/gpt-5.4-pro-20260305
- Creator
- openai
- Added to OpenRouter
- 05.03.2026
- Context length
- 1,050,000
- Modality
- text+image+file->text
- Input modalities
- text, image, file
- Output modalities
- text
- Token pricing
- USD per 1M tokens: in $15 / out $90
- Knowledge cutoff
- —
- Expiration date
- —
Tasks and capabilities
A grade appears only where the source supplies a matching measurement for that task, the model is active and the cohort holds at least 10 comparable models. The capability column lists facts the source declares — supported formats, reasoning and tool parameters — which are not measured quality.
| Task | Grade | Source-declared capability |
|---|---|---|
| General quality | No measurement | reasoning: mandatory · default medium · efforts: xhigh, high, medium · parameters: include_reasoning, reasoning, reasoning_effort |
| Coding | No measurement | — |
| Agents | No measurement | parameters: structured_outputs, tool_choice, tools |
| Writing | No measurement | output: text |
| Reasoning | No measurement | reasoning: mandatory · default medium · efforts: xhigh, high, medium · parameters: include_reasoning, reasoning, reasoning_effort |
| Document analysis | No measurement | input: file |
| Vision | No measurement | input: image |
| Image generation | No measurement | — |
| Audio | No measurement | — |
| Video | No measurement | — |
| Embeddings | No measurement | — |
Evaluations
No evaluations are supplied for this model.
How grades work
Each letter grade compares a model only against other models scored by the same source and metric in the current snapshot. S means the top 10%, A the next 20%, B the next 30%, C the rest. Models without a published measurement are shown as not rated — a supported format alone never implies measured quality.
- S — S — top 10% of the cohort
- A — A — next 20% of the cohort
- B — B — next 30% of the cohort
- C — C — below the B band
Providers
Optional live provider statistics from OpenRouter. Missing values are unknown, not zero.
| Provider | Context length | Price in /1M | Price out /1M | Latency p50 (30m, s) | Throughput p50 (30m, tok/s) | Uptime (30m) |
|---|---|---|---|---|---|---|
| OpenAI | 1,050,000 | $15 | $90 | — | — | — |
Provider data retrieved: 13.11.2026
Related articles
No published articles identify this model yet.