Data as of October 20, 2026 · How the score is built
GPT-5.4 Pro
Decision readingGPT-5.4 Pro scores 68.7 out of 100 and ranks #22 of 227. This profile shows 11 source-displayable benchmark rows. API pricing is $30 input and $180 output per million tokens.
Released Mar 5, 2026 — see all recent releases
Decision snapshot
Each value carries a field reference instead of floating alone. Markers compare this model with the current ranked and priced catalog; they are not absolute quality thresholds.
Capability
68.7/100
field median 49.8#22 of 227 ranked models
Public
#22of 227
Verified —
Price
$30input / $180 output
input median $0.72blended $105
Speed
74tok/s
field median 93.5 tok/sFirst token 151.79 s
Context
1.05Mtokens
field median 256,000Maximum output length is tracked separately
Strongest published evidence
Published rows are visible, but no category has enough eligible evidence for a comparative rank.
Validate before choosing
11 published rows leave some tracked benchmark slots empty.
Source-linked · 11 displayable benchmark rows
Category score record
Scores and ranks appear only where published evidence can be displayed. The table keeps the score, weight, cohort, and evidence state together.
| Category | Score | Rank | Percentile | Weight | Benchmarks | Evidence |
|---|---|---|---|---|---|---|
| AgenticRank Not rankedWeight 22%1 benchmarkVerified | 79.3 | 1 benchmark | Verified | |||
| CodingWeight 20%0 benchmarksNot measured | Not measured | 0 benchmarks | Not measured | |||
| ReasoningRank Not rankedWeight 17%2 benchmarksVerified | 78.1 | 2 benchmarks | Verified | |||
| MultimodalWeight 12%0 benchmarksNot measured | Not measured | 0 benchmarks | Not measured | |||
| KnowledgeRank Not rankedWeight 12%4 benchmarksMixed sources | 83.5 | 4 benchmarks | Mixed sources | |||
| MultilingualWeight 7%0 benchmarksNot measured | Not measured | 0 benchmarks | Not measured | |||
| Inst. FollowingWeight 5%0 benchmarksNot measured | Not measured | 0 benchmarks | Not measured | |||
| MathRank Not rankedWeight 5%4 benchmarksMixed sources | 86.5 | 4 benchmarks | Mixed sources |
11 of 726 tracked benchmark slots have displayable evidence · bars run 0–100
Coverage detailsHow much of this is verified
Coverage is split by category so a strong number never hides a thin evidence base. Verified means the row is tied to a published source; provisional rows remain visible but separate.
- Agentic1/1 verified
- CodingNot measured
- Reasoning2/2 verified
- MultimodalNot measured
- Knowledge3/4 verified
- MultilingualNot measured
- Inst. FollowingNot measured
- Math3/4 verified
Benchmark ledger
Agentic opens by default. The marker compares each value with the best source-verified result in the catalog; provisional leaders do not set the reference. Expand the remaining categories for every published row.
Agentic1 row
| Benchmark | Score | Versus best verified row | Gap | Weight | Evidence |
|---|---|---|---|---|---|
| BrowseComp | Score89.3% | Versus best verified row Best verified: Atria Dawn Preview · 92.5% | Gap3.2 behind | Weight8% ref. weight | Provider exact |
Reasoning2 rows
| Benchmark | Score | Versus best verified row | Gap | Weight | Evidence |
|---|---|---|---|---|---|
| ARC-AGI-2Abstraction and Reasoning Corpus for AGI v2 | Score83.3% | Versus best verified row Best verified: GPT-6 Astra · 95% | Gap11.7 behind | WeightWeighted 25% | Provider exact |
| ARC-AGI-1ARC-AGI-1 Semi-Private Evaluation | Score94.50% | Versus best verified row Best verified: Claude Fable 5 · 98.50% | Gap4 behind | WeightDisplay only | Benchmark exact |
Knowledge4 rows
| Benchmark | Score | Versus best verified row | Gap | Weight | Evidence |
|---|---|---|---|---|---|
| HLEHumanity's Last Exam | Score58.7% | Versus best verified row Best verified: Claude Fable 5.1 · 65% | Gap6.3 behind | Weight44% ref. weight | Provider exact |
| HLE w/o toolsHumanity's Last Exam without tools | Score42.7% | Versus best verified row Best verified: Claude Opus 5.5 · 64.4% | Gap21.7 behind | Weight7% ref. weight | Provider exact |
| FrontierScience | Score36.7% | Versus best verified row Best verified: GPT-5.4 Pro · 36.7% | GapBest verified | WeightDisplay only | Provider exact |
| FrontierScience Research | Score36.7% | Versus best verified row Best verified: Apodex 1.1 · 63.3% | Gap26.6 behind | WeightDisplay only | Secondary exact |
Math4 rows
| Benchmark | Score | Versus best verified row | Gap | Weight | Evidence |
|---|---|---|---|---|---|
| FrontierMath v2 (Tiers 1-3)FrontierMath v2 Tiers 1-3 | Score82.456% | Versus best verified row Best verified: GPT-6 Astra · 93.684% | Gap11.2 behind | WeightWeighted 30% | Benchmark exact |
| FrontierMath v2 (Tier 4)FrontierMath v2 Tier 4 | Score58.537% | Versus best verified row Best verified: GPT-6.1 Sol · 100.000% | Gap41.5 behind | WeightWeighted 10% | Benchmark exact |
| IPhO 2025 (Theory)International Physics Olympiad 2025 (Theory) | Score93.5% | Versus best verified row | GapNo verified comparator | WeightDisplay only | Secondary exact |
| FrontierMath (legacy)FrontierMath legacy aggregate | Score50% | Versus best verified row Best verified: GPT-5.6 Sol · 89% | Gap39 behind | WeightDisplay only | Provider exact |
Bars run 0–100; the dark tick marks the best source-verified value
All 11 rowsWhat it costs to get this score
Published API price against the public score. The x-axis uses a log scale; the dashed path marks models that are not beaten by a cheaper, higher-scoring option. Price uses average of published input and output rates.
GPT-5.4 Pro · 68.7 score · $105 blended per million tokens
The chart opens on the current model. Scroll horizontally to inspect the full price axis.
Horizontal: blended price per million tokens, log scale · Vertical: public score
Lineage
The sequence follows explicit supersedes links. Each score is estimated for that model; a relative can inform a sparse estimate but never sets a floor, so a newer release can score below an earlier one. Scores and prices remain blank when the corresponding public row or first-party rate is unavailable.
Spec sheet
Each documented value carries its source. Missing fields stay visible as not sourced or not published, rather than disappearing from the page.
- API model ID
- gpt-5.4-proOpenAI GPT-5.4 Pro model documentation
- Context window
- 1.05MOpenAI GPT-5.4 Pro model documentation
- Maximum output
- Not sourced yet
- Knowledge cutoff
- Not sourced yet
- Input modalities
- text, imageOpenAI model catalog
- Output modalities
- textOpenAI model catalog
- Parameters
- Not disclosed by the provider
- Availability
- OpenAI Responses APIOpenAI model catalog
- Cloud regions
- Not tracked yet
- Lifecycle
- activeOpenAI GPT-5.4 Pro model documentation
- API capabilities
- Tool calling, structured outputs, and batch support are not tracked yet
- Prompt caching
- Not documented in the pricing recordOpenAI pricing
- Self-host
- Weights are not published
- Rate limits
- Not tracked yet
How to read this profile
The visual layer above carries the decisions. These notes preserve the model, ranking, coverage, and family context behind the numbers.
GPT-5.4 Pro ranks #22 of 227 on the public leaderboard with a score of 68.69/100. It does not yet have enough sourced coverage for a verified position.
GPT-5.4 Pro is a proprietary model with a 1.05M context window. It uses an explicit reasoning mode, which can improve complex problem solving while adding latency and token use.
GPT-5.4 Pro sits in the GPT-5.4 family with GPT-5.4, GPT-5.4 mini, GPT-5.4 nano. 11 of 726 tracked benchmark slots currently have displayable evidence. Missing categories stay blank.
Last updated October 20, 2026. Runtime fields remain blank until a sourced snapshot exists.
Deployment options
Self-host and provider-specific paths stay separate from benchmark evidence so operating constraints are visible before a score becomes the whole decision.
Where to run GPT-5.4 Pro by API
OpenRouter is the one host we track that publishes a per-token price for it. Prices read from each host’s own pages on October 20, 2026.
| Host | Input /1M | Output /1M | Cached /1M | Context |
|---|---|---|---|---|
| OpenRouter | $30.00 | $180.00 | — | 1.05M |
Questions
How does GPT-5.4 Pro perform overall in AI benchmarks?
GPT-5.4 Pro ranks #22 out of 227 models on the public BenchAlign leaderboard, with a score of 68.69/100. Its evidence status is Estimated, and this profile shows 11 source-displayable benchmark rows. The label describes evidence depth, not a provider quality claim; inspect category rows before choosing a workload.
Is GPT-5.4 Pro good for knowledge and understanding?
GPT-5.4 Pro has source-displayable benchmark coverage for knowledge and understanding, but the public category table does not assign it a rank there. The individual rows remain available for inspection. A missing category position means the evidence threshold was not met; it does not convert the model's unmeasured work into a zero.
Is GPT-5.4 Pro good for mathematics?
GPT-5.4 Pro has source-displayable benchmark coverage for mathematics, but the public category table does not assign it a rank there. The individual rows remain available for inspection. A missing category position means the evidence threshold was not met; it does not convert the model's unmeasured work into a zero.
Is GPT-5.4 Pro good for reasoning and logic?
GPT-5.4 Pro has source-displayable benchmark coverage for reasoning and logic, but the public category table does not assign it a rank there. The individual rows remain available for inspection. A missing category position means the evidence threshold was not met; it does not convert the model's unmeasured work into a zero.
Is GPT-5.4 Pro good for agentic tool use and computer tasks?
GPT-5.4 Pro has source-displayable benchmark coverage for agentic tool use and computer tasks, but the public category table does not assign it a rank there. The individual rows remain available for inspection. A missing category position means the evidence threshold was not met; it does not convert the model's unmeasured work into a zero.
Which sibling models are related to GPT-5.4 Pro?
GPT-5.4 Pro belongs to the GPT-5.4 family. Related tracked variants include GPT-5.4, GPT-5.4 mini, GPT-5.4 nano. A sibling link indicates shared lineage or a documented configuration relationship; it does not mean the variants have identical pricing, context limits, benchmark evidence, or deployment behavior. Compare before switching.
Does GPT-5.4 Pro have full benchmark coverage on BenchLM?
No. GPT-5.4 Pro currently has 12 source-displayable rows. The profile exposes published, non-generated evidence and leaves missing categories blank until an exact evaluation is available. Coverage describes how much was measured; it is not a penalty added to an individual benchmark result.
What is the context window size of GPT-5.4 Pro?
GPT-5.4 Pro has a documented context window of 1.05M. That figure is the maximum combined prompt and retained-conversation space reported for this exact model; it is not the maximum output length. The profile keeps output limits separate because providers often publish those limits independently.