GPT-5.4 (xhigh)
deprecated by benchmark source★ featuredTop 5 cheapest providers (Adjusted $/task)
Within the active global provider, residency and confidentiality filters.
| # | Provider | Platform | Raw input $/1M | Raw output $/1M | Adjusted $/task |
|---|---|---|---|---|---|
| 1 | Azure AI Foundry | Azure AI Foundry | $2.50 | $15.00 | |
| 2 | Azure | OpenRouter | $2.50 | $15.00 | |
| 3 | OpenAI | OpenRouter | $2.50 | $15.00 | |
| 4 | AWS Bedrock | AWS Bedrock | $2.75 | $16.50 | |
| 5 | Amazon Bedrock | OpenRouter | $2.75 | $16.50 |
Benchmarks
ⓘ Intelligence.ai (formerly DesignArena) publishes this result at product/family scope without an effort setting. It is attached exactly once to gpt-5.4::xhigh, the deterministic family representative used by collapsed comparisons; this does not assert that Intelligence.ai tested this specific effort setting.
MODEL EVIDENCE
Benchmark sheet
13 / 73 registered benchmark versions covered · 17 observations including existing index snapshots.
Composite retains Coding Agent v1.4 · source 2026-09-09
The five Composite inputs remain unchanged. Its Coding Agent input is the median across complete harness results in the retained v1.4 snapshot from 2026-09-09. Artificial Analysis now publishes v1.5, with different components. Explore current v1.5 separately. Dated snapshot labels on other indices identify unversioned source captures, not a verified semantic version.
Profile signals
2 threshold-crossing signals flagged · 17 eligible benchmark families
How flags are calculated
Heuristic screen, not statistical significance: benchmark families are correlated and source uncertainty is unknown. Peer evidence needs ≥ 20 independently measured matched configurations from ≥ 10 distinct model families. A flag needs a directed population z-score of magnitude ≥ 1.5 and a gap of ≥ 1.5 from the leave-one-benchmark-family-out mean z in the same direction, over ≥ 5 other benchmark families.
- unusually weak DesignArena Frontend snapshot-2026-09-10 (unversioned)
Why
Observed: 1080 EloPeer mean 1191.65 · peer sd 71.9248 · n 40 · families 40Directed z -1.552 · baseline z 1.233 · gap -2.785 · profile n 161080 Elomeasured3316 battlesobserved 2026-09-10designarena.ai ↗Evidence
Axis: DesignArena Frontend · snapshot-2026-09-10 (unversioned) · Published boardExact value:1080EloObserved: 2026-09-10 · publication date: not recordedObservation id:legacy:frontend:gpt-5.4::xhighSource: https://www.designarena.ai/Protocol: inspect · filedata/raw/designarena.json - unusually strong CritPt (AA) snapshot-2026-09-10
Why
Observed: 0.23429 fractionPeer mean 0.03942 · peer sd 0.0762 · n 521 · families 367Directed z 2.557 · baseline z 0.976 · gap 1.581 · profile n 160.23429 fractionmeasuredobserved 2026-09-10artificialanalysis.ai ↗Evidence
Axis: CritPt (AA) · snapshot-2026-09-10 · Published boardExact value:0.2342857143fractionObserved: 2026-09-10T21:47:16.627Z · publication date: not recordedObservation id:aa:a89c4b28-2d8c-456e-88ea-255fb51fd2b6:critpt
Protocol-compatible measured/vendor divergences
No verified protocol-compatible vendor/measured pair is available for this model; agreement cannot be assessed.
Agentic
| Benchmark / version | Evaluation group | Score / provenance |
|---|---|---|
| APEX-Agents-AA Version snapshot-2026-09-10 | Published board Tests professional-service tasks that require agents to produce locally graded deliverables. | 0.3326 fractionmeasuredobserved 2026-09-10artificialanalysis.ai ↗ EvidenceAxis: APEX-Agents-AA · snapshot-2026-09-10 · Published board Exact value: 0.33259587020649 fractionObserved: 2026-09-10T21:47:16.627Z · publication date: not recorded Observation id: aa:a89c4b28-2d8c-456e-88ea-255fb51fd2b6:apexAgents |
| GDPval-AA v2 Version 2 | Published board Tests professional knowledge-work deliverables across occupations using AA's Stirrup harness. | 1306.71 Elomeasuredobserved 2026-09-10artificialanalysis.ai ↗ EvidenceAxis: GDPval-AA v2 · 2 · Published board Exact value: 1306.71 EloObserved: 2026-09-10T21:47:16.627Z · publication date: not recorded Observation id: aa:a89c4b28-2d8c-456e-88ea-255fb51fd2b6:gdpval |
| Terminal-Bench Hard (AA) Version 74221fb | Published board Tests a pinned 44-task hard subset of terminal-based work using Terminus 2. | 0.57576 fractionmeasuredobserved 2026-09-10artificialanalysis.ai ↗ EvidenceAxis: Terminal-Bench Hard (AA) · 74221fb · Published board Exact value: 0.575757575757576 fractionObserved: 2026-09-10T21:47:16.627Z · publication date: not recorded Observation id: aa:a89c4b28-2d8c-456e-88ea-255fb51fd2b6:terminalbenchHard |
| Terminal-Bench v2.1 (AA) Version 2.1 | Published board Tests terminal-based work on the 89-task verified refresh using Terminus 2. | 0.78277 fractionmeasuredobserved 2026-09-10artificialanalysis.ai ↗ EvidenceAxis: Terminal-Bench v2.1 (AA) · 2.1 · Published board Exact value: 0.782771535580524 fractionObserved: 2026-09-10T21:47:16.627Z · publication date: not recorded Observation id: aa:a89c4b28-2d8c-456e-88ea-255fb51fd2b6:terminalbenchV21 |
Coding
| Benchmark / version | Evaluation group | Score / provenance |
|---|---|---|
| AA Coding Index Version snapshot-2026-09-10 (unversioned) | Published board Published AA index from the retained API snapshot. No verified semantic version was supplied. | 71.1 pointsmeasuredobserved 2026-09-10artificialanalysis.ai ↗ EvidenceAxis: AA Coding Index · snapshot-2026-09-10 (unversioned) · Published board Exact value: 71.1 pointsObserved: 2026-09-10 · publication date: not recorded Observation id: legacy:aa_coding_index:gpt-5.4::xhighProtocol: inspect · file data/raw/artificialanalysis.json |
| DesignArena Frontend Version snapshot-2026-09-10 (unversioned) | Published board Published Elo. Exact source attachment is retained; fewer than 200 battles excludes a row from radar normalization and anomaly peers. | 1080 Elomeasured3316 battlesobserved 2026-09-10designarena.ai ↗ EvidenceAxis: DesignArena Frontend · snapshot-2026-09-10 (unversioned) · Published board Exact value: 1080 EloObserved: 2026-09-10 · publication date: not recorded Observation id: legacy:frontend:gpt-5.4::xhighSource: https://www.designarena.ai/ Protocol: inspect · file data/raw/designarena.json |
| DesignArena Full-Stack Version snapshot-2026-09-10 (unversioned) | Published board Published Elo. Exact source attachment is retained; fewer than 200 battles excludes a row from radar normalization and anomaly peers. | 1026 Elomeasured2151 battlesobserved 2026-09-10designarena.ai ↗ EvidenceAxis: DesignArena Full-Stack · snapshot-2026-09-10 (unversioned) · Published board Exact value: 1026 EloObserved: 2026-09-10 · publication date: not recorded Observation id: legacy:fullstack:gpt-5.4::xhighSource: https://www.designarena.ai/ Protocol: inspect · file data/raw/designarena.json |
Instruction-following
| Benchmark / version | Evaluation group | Score / provenance |
|---|---|---|
| IFBench (AA single-turn) Version snapshot-2026-09-10 | Published board Tests precise single-turn instructions with deterministic rule checks. | 0.73946 fractionmeasuredobserved 2026-09-10artificialanalysis.ai ↗ EvidenceAxis: IFBench (AA single-turn) · snapshot-2026-09-10 · Published board Exact value: 0.739455782312925 fractionObserved: 2026-09-10T21:47:16.627Z · publication date: not recorded Observation id: aa:a89c4b28-2d8c-456e-88ea-255fb51fd2b6:ifbench |
Knowledge
| Benchmark / version | Evaluation group | Score / provenance |
|---|---|---|
| Humanity's Last Exam (AA text-only) Version snapshot-2026-09-10 | Published board Tests expert-level knowledge on AA's text-only Humanity's Last Exam subset. | 0.43744 fractionmeasuredobserved 2026-09-10artificialanalysis.ai ↗ EvidenceAxis: Humanity's Last Exam (AA text-only) · snapshot-2026-09-10 · Published board Exact value: 0.437442075996293 fractionObserved: 2026-09-10T21:47:16.627Z · publication date: not recorded Observation id: aa:a89c4b28-2d8c-456e-88ea-255fb51fd2b6:hle |
| AA-Omniscience Index Version snapshot-2026-09-10 | Published board Tests factual reliability while rewarding correct answers and penalizing hallucinations. | 5.78333 pointsmeasuredobserved 2026-09-10artificialanalysis.ai ↗ EvidenceAxis: AA-Omniscience Index · snapshot-2026-09-10 · Published board Exact value: 5.78333333333333 pointsObserved: 2026-09-10T21:47:16.627Z · publication date: not recorded Observation id: aa:a89c4b28-2d8c-456e-88ea-255fb51fd2b6:omniscience |
Long-context
| Benchmark / version | Evaluation group | Score / provenance |
|---|---|---|
| AA-LCR v1.1 Version 1.1 | Published board Tests reasoning across multiple long documents with corrected answer keys and grading. | 0.82 fractionmeasuredobserved 2026-09-10artificialanalysis.ai ↗ EvidenceAxis: AA-LCR v1.1 · 1.1 · Published board Exact value: 0.82 fractionObserved: 2026-09-10T21:47:16.627Z · publication date: not recorded Observation id: aa:a89c4b28-2d8c-456e-88ea-255fb51fd2b6:lcr |
Reasoning
| Benchmark / version | Evaluation group | Score / provenance |
|---|---|---|
| AA Intelligence Index Version snapshot-2026-09-10 (unversioned) | Published board Published AA index from the retained API snapshot. No verified semantic version was supplied. | 39 pointsmeasuredobserved 2026-09-10artificialanalysis.ai ↗ EvidenceAxis: AA Intelligence Index · snapshot-2026-09-10 (unversioned) · Published board Exact value: 39 pointsObserved: 2026-09-10 · publication date: not recorded Observation id: legacy:aa_intelligence_index:gpt-5.4::xhighProtocol: inspect · file data/raw/artificialanalysis.json |
Science
| Benchmark / version | Evaluation group | Score / provenance |
|---|---|---|
| CritPt (AA) Version snapshot-2026-09-10 | Published board Tests research-level physics reasoning with Python, symbolic and numerical answers. | 0.23429 fractionmeasuredobserved 2026-09-10artificialanalysis.ai ↗ EvidenceAxis: CritPt (AA) · snapshot-2026-09-10 · Published board Exact value: 0.2342857143 fractionObserved: 2026-09-10T21:47:16.627Z · publication date: not recorded Observation id: aa:a89c4b28-2d8c-456e-88ea-255fb51fd2b6:critpt |
| GPQA Diamond (AA) Version snapshot-2026-09-10 | Published board Tests graduate-level biology, physics and chemistry knowledge on the Diamond subset. | 0.9202 fractionmeasuredobserved 2026-09-10artificialanalysis.ai ↗ EvidenceAxis: GPQA Diamond (AA) · snapshot-2026-09-10 · Published board Exact value: 0.92020202020202 fractionObserved: 2026-09-10T21:47:16.627Z · publication date: not recorded Observation id: aa:a89c4b28-2d8c-456e-88ea-255fb51fd2b6:gpqa |
Tool-use
| Benchmark / version | Evaluation group | Score / provenance |
|---|---|---|
| τ²-Bench Telecom (AA) Version snapshot-2026-09-10 | Published board Tests dual-control telecom agents that coordinate tool use with a simulated user. | 0.87135 fractionmeasuredobserved 2026-09-10artificialanalysis.ai ↗ EvidenceAxis: τ²-Bench Telecom (AA) · snapshot-2026-09-10 · Published board Exact value: 0.871345029239766 fractionObserved: 2026-09-10T21:47:16.627Z · publication date: not recorded Observation id: aa:a89c4b28-2d8c-456e-88ea-255fb51fd2b6:tau2 |
| τ³-Banking (AA) Version 1.0.1 | Published board Tests banking support agents that retrieve policies and change account state through tools. | 0.39588 fractionmeasuredobserved 2026-09-10artificialanalysis.ai ↗ EvidenceAxis: τ³-Banking (AA) · 1.0.1 · Published board Exact value: 0.395876288659794 fractionObserved: 2026-09-10T21:47:16.627Z · publication date: not recorded Observation id: aa:a89c4b28-2d8c-456e-88ea-255fb51fd2b6:tauBanking |
Vision
| Benchmark / version | Evaluation group | Score / provenance |
|---|---|---|
| MMMU Pro (AA) Version snapshot-2026-09-10 | Published board Tests multimodal understanding using challenging ten-option questions. | 0.78439 fractionmeasuredobserved 2026-09-10artificialanalysis.ai ↗ EvidenceAxis: MMMU Pro (AA) · snapshot-2026-09-10 · Published board Exact value: 0.784393063583815 fractionObserved: 2026-09-10T21:47:16.627Z · publication date: not recorded Observation id: aa:a89c4b28-2d8c-456e-88ea-255fb51fd2b6:mmmuPro |
Missing coverage · 60 benchmark versions
No result does not mean a zero, or that the model was never tested. Collection failures and disputed versions retain their distinct status.
- AIME 2025 (AA) · 2025
Unknown: no published result matched to this configuration.
- AA-AnalystAgent · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- AutomationBench-AA · 1.0.6
Unknown: no published result matched to this configuration.
- AA-Briefcase · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- Artificial Analysis Coding Agent Index v1.4 · 1.4
Unknown: no published result matched to this configuration.
- Artificial Analysis Coding Agent Index v1.5 · 1.5
Unknown: no published result matched to this configuration.
- EnterpriseOps-Gym-AA · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- GDP.pdf (AA) · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- Harvey LAB-AA · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- ITBench-AA · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- LiveCodeBench (AA historical field) · snapshot-2026-09-10
contested: Exact evaluation task window is unknown.
- MLCR-AA · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- SciCode (AA subproblems) · 1.0.1
Unknown: no published result matched to this configuration.
- Terminal-Bench v4.0 (AA) · 4.0
Unknown: no published result matched to this configuration.
- Aider Polyglot · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- ARC-AGI-1 · 1
Unknown: no published result matched to this configuration.
- ARC-AGI-2 · 2
Unknown: no published result matched to this configuration.
- ARC-AGI-3 · 3
Unknown: no published result matched to this configuration.
- BuzzBench · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- CritPt · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- EQ-Bench 4 · 4
Unknown: no published result matched to this configuration.
- EQ-Bench Creative Writing v3 · 3
Unknown: no published result matched to this configuration.
- Judgemark v4 · 4
Unknown: no published result matched to this configuration.
- EQ-Bench Longform Creative Writing · v1.11
Unknown: no published result matched to this configuration.
- Slop Score · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- HELMET · snapshot-2026-09-10
manual required: Suite uses heterogeneous task/context metrics; no universal headline is published.
- Humanity's Last Exam (HLE) · snapshot-2026-09-10
manual required: README sample output is not attributable to a model and is not a current result.
- IFBench · snapshot-2026-09-10
manual required: Captured README specifies evaluation, not a named-model result.
- Japanese-RP-Bench (Aratako) · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- Japanese-RP-Bench v2 (tegnike fork) · 2
Unknown: no published result matched to this configuration.
- LiveBench · 2026-06-25
Unknown: no published result matched to this configuration.
- LongBench v2 · 2
Unknown: no published result matched to this configuration.
- LLM Creative Story-Writing Benchmark · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- LLM Divergent Thinking Creativity Benchmark · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- Elimination Game Benchmark · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- MMMU · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- OTIS Mock AIME 2024-2025 · 2024-2025
contested: Captured July-2025 result predates the registered exact-match grading protocol; withheld.
- PingPong English (unadjusted mean) · 2
Unknown: no published result matched to this configuration.
- RP-Bench Community Elo · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- RULER · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- SciCode · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- SimpleBench · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- The Slop Index · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- SlopBench · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- Spiral-Bench · 1.2
Unknown: no published result matched to this configuration.
- SWE-bench Multilingual · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- SWE-bench Multimodal · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- SWE-Bench Pro Public · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- SWE-bench Verified · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- τ²-bench · 2
Unknown: no published result matched to this configuration.
- τ³-Banking · 1.0.1
Unknown: no published result matched to this configuration.
- τ³-Voice · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- Terminal-Bench · 4.0
Unknown: no published result matched to this configuration.
- Towards AI Editorial Writing · snapshot-2026-09-10
manual required: Private protocol and visually reported X values require xplainervideo capture and primary evidence review.
- UGI NatInt · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- UGI Willingness · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- UGI Writing · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- UGI · snapshot-2026-09-10
Unknown: no published result matched to this configuration.
- Vending-Bench 2 · 2
Unknown: no published result matched to this configuration.
- WeirdML · 2
Unknown: no published result matched to this configuration.
Variants / reasoning settings
| Variant | Coding · snapshot 2026-09-10 | Intelligence · snapshot 2026-09-10 |
|---|---|---|
| GPT-5.4 (xhigh) | 71.1 | 39.0 |
| GPT-5.4 (low) | — | 27.6 |
| GPT-5.4 (Non-reasoning) | — | 18.2 |
GitHub Copilot
Current usage-based billing · model token cost is converted to AI Credits at 1 credit = $0.01.
Legacy annual Pro/Pro+ request billing only.
Legacy annual-plan multiplier.
Token offers by platform — Adjusted $/task
Adjusted costs are modeled USD per task: AA output tokens × OpenRouter usage I/O (Chutes global fallback). These are general usage and benchmark proxies for coding-agent work. Missing AA data assumes 1,000 output tokens/task; unknown cache hit assumes 0%; unmeasured additional cache writes assume 0 tokens. Click any underlined price for exact inputs, dates and assumptions. Raw list prices use the selected fixed input/output blend, in USD per million tokens.
10 offers within the active global filters; “—” means the catalog is active but no public token price is available.
Azure AI Foundry (2)
| Azure AI Foundry | global | $2.50 raw in $/1M | $15.00 raw out $/1M | |
| Azure AI Foundry | euEU | $2.75 raw in $/1M | $16.50 raw out $/1M |
OpenRouter (6)
| Azure | globalazure | $2.50 raw in $/1M | $15.00 raw out $/1M | |
| OpenAI | globalopenai | $2.50 raw in $/1M | $15.00 raw out $/1M | |
| Azure | globalazure/us | $2.75 raw in $/1M | $16.50 raw out $/1M | |
| Azure | euazure/euEU | $2.75 raw in $/1M | $16.50 raw out $/1M | |
| Amazon Bedrock | globalamazon-bedrock/us-east-1 | $2.75 raw in $/1M | $16.50 raw out $/1M | |
| OpenAI | globalopenai/fast | $5.00 raw in $/1M | $30.00 raw out $/1M |
AWS Bedrock (1)
| AWS Bedrock | us-east-1 | $2.75 raw in $/1M | $16.50 raw out $/1M |
T-Systems LLM Hub (1)
| T-Systems LLM Hub | euEU | $2.81 raw in $/1M | $16.84 raw out $/1M |