OpenAIReasoningReleased 5 March 2026
GPT-5.4 Pro pricing, context and benchmark
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.
1.05M
Input context
128K
Output context
$30
Official input
$180
Official output
n/a
AA index
01 · Model Overview
Everything that matters, in one table
Context, pricing, cache, modalities and tooling, from the model registry and Artificial Analysis.
| Model | GPT-5.4 Pro |
| Model ID | openai/gpt-5.4-pro |
| Provider | OpenAI |
| Release date | 5 March 2026 |
| Status | Generally available |
| Input context | 1,050,000 tokens |
| Output context | 128,000 tokens |
| Official input pricing | $30 per 1M tokens |
| Official output pricing | $180 per 1M tokens |
| Cache read pricing | Not published |
| Market input pricing | $15 per 1M (cheapest route) |
| Market output pricing | $90 per 1M (cheapest route) |
| Reasoning tokens | Billed as output at $180 per 1M |
| Input modalities | text · image · file |
| Output modalities | text |
| Reasoning control | Yes, effort levels exposed |
| Tool support | Functions, tool choice, structured outputs |
| Tokenizer | GPT |
| Provider routes | 3 endpoints |
| Artificial Analysis index | Not published |
| Speed | Not published |
| Knowledge cutoff | Not publicly stated |
Input and output support
| Modality | Input | Output | Billed at |
|---|---|---|---|
| Text | ✓ yes | ✓ yes | $30 in |
| Image | ✓ yes | no | $30 in |
| Audio | no | no | not supported |
| Video | no | no | not supported |
| File (PDF) | ✓ yes | no | $30 in |
02 · Overview
What is GPT-5.4 Pro?
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...
GPT-5.4 Pro carries a 1.05M token window, uses the GPT tokenizer and is served by OpenAI. On Hoodgen it sits in the Reasoning tier of the model menu next to its siblings, so you can switch mid conversation without losing the thread.
03 · Release
Release and what changed from the previous version
Released5 March 2026
| Property | GPT-5.4 | GPT-5.4 Pro | Change |
|---|---|---|---|
| Released | 2026 | 2026 | Same release window |
| Context | 1.05M | 1.05M | Unchanged |
| Max output | 128K | 128K | Unchanged |
| Input price | $2.5 | $30 | Higher |
| Output price | $15 | $180 | Higher |
| Input modalities | text, image, file | text, image, file | Unchanged |
| AA index | n/a | n/a | Newer benchmark run |
04 · Capabilities
Features and capabilities
◈
Thinking control
Reasoning effort can be dialled per request, so one model covers deep analysis and fast chat.
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Function calling
Tools, tool choice and parallel calls, which is what agent loops need to act on results.
{ }
Structured outputs
Schema constrained JSON with response_format, so no parse and retry loop in your code.
◉
Vision
Screenshots, charts and photographed documents are read at the text token rate.
▤
Files and PDFs
Documents go in as files rather than pasted text, keeping layout and tables intact.
⌁
Seeds
A seed can be pinned so the same prompt is reproducible across test runs.
05 · Reasoning
Thinking and reasoning capabilities
GPT-5.4 Pro can think before answering and exposes the effort level per request. Reasoning tokens bill as output at $180 per million, and the trace can be returned with include_reasoning.
| Level | First token | Cost per task | Best for |
|---|---|---|---|
| Measured | n/a | n/a | Artificial Analysis measures the default reasoning configuration |
| Low effort | Faster | Lower | Chat, autocomplete, classification |
| High effort | Slower | Higher | Debugging, planning, multi step agents |
07 · Use cases
What can you do with GPT-5.4 Pro?
Debugging and root cause
Multi file failures where the model has to hold a causal chain before answering.
Architecture and planning
Design docs, migration plans and trade off analysis over long context.
Data analysis
Spreadsheets and logs read in one pass, then summarised with the numbers quoted back.
Agentic coding
Repo wide changes that need plan, edit and verify loops.
09 · Pricing
GPT-5.4 Pro pricing
Official pricing
List price
$30 / 1M in
$180 / 1M out
- 1.05M context
- text, image, file input
Cheapest route
$15 / 1M in
$90 / 1M out
- 3 routes on OpenRouter
- What Hoodgen routes to first
- Same model, lower bill
Market pricing, every route
| Provider | Tier | Input | Output | Cache read | Uptime 24h |
|---|---|---|---|---|---|
| OpenAI | standard | $15 | $90 | n/a | n/a |
| Azure | standard | $30 | $180 | n/a | n/a |
| OpenAI | standard | $30 | $180 | n/a | n/a |
API pricing and cost calculator
| Rate | Per call | Total | Credits |
|---|---|---|---|
| Cheapest route | $0.4350 | $217.50 | 206625 |
| List price | $0.8700 | $435.00 | 413250 |
10 · Developers
API and developer information
| Model ID | openai/gpt-5.4-pro |
| Endpoint | https://openrouter.ai/api/v1/chat/completions |
| Parameters | include_reasoning · max_completion_tokens · max_tokens · reasoning · reasoning_effort · response_format · seed · structured_outputs · tool_choice · tools · verbosity |
| Streaming | Yes, server sent events |
| Modality string | text+image+file->text |
| Max prompt tokens | 1,050,000 |
| Max completion tokens | 128,000 |
curl https://openrouter.ai/api/v1/chat/completions \
-H "Authorization: Bearer $OPENROUTER_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "openai/gpt-5.4-pro",
"messages": [{ "role": "user", "content": "Summarise this document." }],
"max_tokens": 1024
}'11 · Limitations
Model limitations
| Text only output | It cannot generate images, audio or video. Pair it with an image model on Hoodgen when you need visuals. |
| Output cap | 128,000 tokens per request. Long deliverables have to be chunked. |
| Benchmarks not published | Artificial Analysis does not publish an Intelligence Index for this release, so no benchmark score is claimed here. |
| Knowledge cutoff | The provider does not state a fixed cutoff for every release. Verify very recent events against search. |
12 · Comparison
GPT-5.4 Pro vs other OpenAI models
| Model | Context | Input /1M | Output /1M | AA index | Released |
|---|---|---|---|---|---|
| GPT-5.4 Pro | 1.05M | $30 | $180 | n/a | 2026 |
| GPT-5.5 Pro | 1.05M | $30 | $180 | n/a | 2026 |
| GPT-5.2 Pro | 400K | $21 | $168 | n/a | 2025 |
| o3 Pro | 200K | $20 | $80 | n/a | 2025 |
| GPT-5 Pro | 400K | $15 | $120 | n/a | 2025 |
| GPT-5 Image | 400K | $10 | $10 | n/a | 2025 |
13 · Privacy
Privacy and data policy
- On Hoodgen, prompts and attachments answer that request and stay in your conversation history so you can reopen it. They are not used to train models.
- Requests route through OpenRouter to OpenAI and are covered by that provider's API terms.
- Do not paste secrets or personal data you would not send to any hosted model.
14 · FAQ
GPT-5.4 Pro questions, answered
GPT-5.4 Pro is a reasoning model from OpenAI, released 5 March 2026. 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.
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Start chatting with GPT-5.4 Pro
Free to try on Hoodgen AI, with a live credit estimate before every send. No API key, no setup.