Head-to-head comparison

GPT-5.4 mini vs. Grok 4.7

Compare published benchmark results from matching versions and cohorts, API pricing, and technical specifications. Any documented test setup differences remain visible.

shared result series: 184
distinct benchmarks: 24
latest retrieval: 2026-10-15

First modelSecond model

Specifications

General specifications

Release date, availability, context window, architecture, and published parameter counts at a glance. Undisclosed details remain marked as unavailable.

Specifications for GPT-5.4 mini and Grok 4.7
Attribute	GPT-5.4 mini	Grok 4.7
Provider	OpenAI	xAI
Released	Mar 17, 2026	Sep 21, 2026
Availability	Active	Active
Model type	Proprietary	Proprietary
Parameters	Not published	Not published
Architecture	Not published	Not published
Context window	400,000 tokens	500,000 tokens
Knowledge cutoff	August 31, 2025	May 2026
Technical sources	Model	Model, Context

Pricing

API pricing compared

The table compares official standard API rates per 1M tokens, including published cache pricing. Batch, fast, priority, regional surcharges, tool calls, and cloud platform pricing are excluded.

API pricing for GPT-5.4 mini and Grok 4.7
Price type	GPT-5.4 mini	Grok 4.7
API input	$0.75	$2 ≤200K / $4 >200K
API output	$4.5	$6 ≤200K / $12 >200K
Cache read	$0.075	$0.5 ≤200K / $1 >200K
Cache write (5 min.)	Not listed	Not listed
Cache write (1 hr.)	Not listed	Not listed
Price verified	09/22/2026 Source	09/23/2026 Source

GPT-5.4 miniGrok 4.7

API inputUSD per 1M tokens, base tier

GPT-5.4 mini$0.75

Grok 4.7$2

API outputUSD per 1M tokens, base tier

GPT-5.4 mini$4.5

Grok 4.7$6

Cache readUSD per 1M tokens, base tier

GPT-5.4 mini$0.075

Grok 4.7$0.5

Key to the marks:better valuebetter, but not conclusivetie

Pricing by provider

Direct developer pricing and provider endpoint tariffs routed through OpenRouter are listed separately. Prices are in USD per 1M tokens. Context-dependent direct tiers plus regional, Flex, Priority, and other OpenRouter tariffs remain individually identifiable.

Provider pricing for GPT-5.4 mini and Grok 4.7
Model	Provider	Purchase route and tariff	Input per 1M tokens	Output per 1M tokens	Source
GPT-5.4 mini	OpenAI	Direct from developerStandard API	$0.75	$4.5	Source09/22/2026
	Azure	Via OpenRouterazure	$0.75	$4.5	Source10/17/2026
	Azure	Via OpenRouterazure/us	$0.825	$4.95	Source10/17/2026
	OpenAI	Via OpenRouteropenai	$0.75	$4.5	Source10/17/2026
	OpenAI	Via OpenRouteropenai/fast	$1.5	$9	Source10/17/2026
	OpenAI	Via OpenRouteropenai/flex	Lowest listed price: $0.375	Lowest listed price: $2.25	Source10/17/2026
Grok 4.7	xAI	Direct from developerUp to 200,000 context tokens	Lowest listed price: $2	Lowest listed price: $6	Source09/23/2026
	xAI	Direct from developerAbove 200,000 context tokens	$4	$12	Source09/23/2026
	xAI	Via OpenRouterxai	Lowest listed price: $2	Lowest listed price: $6	Source10/17/2026
	xAI	Via OpenRouterxai/priority	$4	$12	Source10/17/2026
	xAI	Via OpenRouterxai/zdr	Lowest listed price: $2	Lowest listed price: $6	Source10/17/2026
	xAI	Via OpenRouterxai/zdr/priority	$4	$12	Source10/17/2026
	xAI	Via OpenRouterxai/zdr/us	$2.2	$6.6	Source10/17/2026

Performance

Shared benchmarks

Only published results with the same benchmark version, task, metric, and comparison cohort are paired. Different reasoning levels, agents, harnesses, or output limits appear directly in the table.

Capability profile from matched benchmarks

Each axis averages directly matched benchmark families. A value of 100 means the stronger value within this pair, not a universal quality score.

GPT-5.4 mini

Grok 4.7

Coding: 7.8 / 100 (1 benchmark family)

Reasoning: 77.4 / 99.9 (3 benchmark families)

Knowledge: 0 / 100 (1 benchmark family)

Agentic tasks: 47.6 / 100 (3 benchmark families)

Overall: 51.8 / 100 (1 benchmark family)

9 matched rows from 9 benchmark families were considered. The radar shows 5 of 5 comparable categories.

GPT-5.4 miniGrok 4.7

AA-BriefcaseOverall. Higher is better. No documented setup difference

GPT-5.4 mini719.36 elo

Grok 4.71,643.38 elo

AA-LCROverall. Higher is better. No documented setup difference

GPT-5.4 mini77.0%

Grok 4.776.7%

AA-OmniscienceOverall. Higher is better. No documented setup difference

GPT-5.4 mini-18.917 points

Grok 4.732.033 points

Artificial Analysis Intelligence IndexOverall. Higher is better. No documented setup difference

GPT-5.4 mini24.068 points

Grok 4.746.447 points

AutomationBench-AAOverall. Higher is better. No documented setup difference

GPT-5.4 mini26.2%

Grok 4.765.6%

Code MigrationOverall. Higher is better. Test setup not documented as identical

GPT-5.4 mini12.936 %

Grok 4.744.816 %

EMBOverall. Higher is better. Test setup not documented as identical

GPT-5.4 mini45.426 %

Grok 4.766.991 %

Finance Agent (v2)Overall. Higher is better. Test setup not documented as identical

GPT-5.4 mini45.36 %

Grok 4.752.251 %

GDP.pdfOverall. Higher is better. No documented setup difference

GPT-5.4 mini13.4%

Grok 4.720.0%

GDPval-AAOverall. Higher is better. No documented setup difference

GPT-5.4 mini1,011.97 elo

Grok 4.71,711.07 elo

Harvey's Legal Agent BenchmarkOverall · Task fully resolved. Higher is better. Test setup not documented as identical

GPT-5.4 mini0 %

Grok 4.712.5 %

Humanity's Last ExamOverall. Higher is better. No documented setup difference

GPT-5.4 mini28.1%

Grok 4.743.1%

Key to the marks:better valuebetter, but not conclusivetie

Benchmark scores for GPT-5.4 mini and Grok 4.7
Benchmark and task	GPT-5.4 mini	Grok 4.7	Source
AA-BriefcaseOverall Test details No documented difference in the test setupVersion: v1.1Metric: AA-Briefcase EloScoring: Higher is betterGPT-5.4 mini: Snapshot: GPT-5.4 mini (Xhigh), Reasoning: Xhigh Grok 4.7: Snapshot: Grok 4.7 (Xhigh), Reasoning: XhighGPT-5.4 mini: Exact AA configuration: GPT-5.4 mini (Xhigh) (release gpt-5-4-mini, row gpt-5-4-mini, UUID ba242e40-83b7-4cd3-a0e0-b56237984914, reasoning=true, source reasoning-token configuration budget=0, suffix=Xhigh). This configured value is not measured token consumption.Grok 4.7: Exact AA configuration: Grok 4.7 (Xhigh) (release grok-4-7, row grok-4-7, UUID 59627802-1546-422c-9a65-65b61c022d36, reasoning=true, source reasoning-token configuration budget=0, suffix=Xhigh). This configured value is not measured token consumption.	719.36 elo	Winner1,643.38 elo	Artificial Analysis Source details Data as of: 10/15/2026
AA-LCROverall Test details No documented difference in the test setupVersion: v1.1Metric: Pass rateScoring: Higher is betterGPT-5.4 mini: Snapshot: GPT-5.4 mini (Xhigh), Reasoning: Xhigh Grok 4.7: Snapshot: Grok 4.7 (Xhigh), Reasoning: XhighGPT-5.4 mini: Exact AA configuration: GPT-5.4 mini (Xhigh) (release gpt-5-4-mini, row gpt-5-4-mini, UUID ba242e40-83b7-4cd3-a0e0-b56237984914, reasoning=true, source reasoning-token configuration budget=0, suffix=Xhigh). This configured value is not measured token consumption.Grok 4.7: Exact AA configuration: Grok 4.7 (Xhigh) (release grok-4-7, row grok-4-7, UUID 59627802-1546-422c-9a65-65b61c022d36, reasoning=true, source reasoning-token configuration budget=0, suffix=Xhigh). This configured value is not measured token consumption.	Winner77.0%	76.7%	Artificial Analysis Source details Data as of: 10/15/2026
AA-OmniscienceOverall Test details No documented difference in the test setupVersion: unspecifiedMetric: AA-Omniscience IndexScoring: Higher is betterGPT-5.4 mini: Snapshot: GPT-5.4 mini (Xhigh), Reasoning: Xhigh Grok 4.7: Snapshot: Grok 4.7 (Xhigh), Reasoning: XhighGPT-5.4 mini: Exact AA configuration: GPT-5.4 mini (Xhigh) (release gpt-5-4-mini, row gpt-5-4-mini, UUID ba242e40-83b7-4cd3-a0e0-b56237984914, reasoning=true, source reasoning-token configuration budget=0, suffix=Xhigh). This configured value is not measured token consumption.Grok 4.7: Exact AA configuration: Grok 4.7 (Xhigh) (release grok-4-7, row grok-4-7, UUID 59627802-1546-422c-9a65-65b61c022d36, reasoning=true, source reasoning-token configuration budget=0, suffix=Xhigh). This configured value is not measured token consumption.	-18.917 points The index can be negative and ranges from -100 to 100 according to Artificial Analysis.	Winner32.033 points The index can be negative and ranges from -100 to 100 according to Artificial Analysis.	Artificial Analysis Source details Data as of: 10/15/2026
Artificial Analysis Intelligence IndexOverall Test details No documented difference in the test setupVersion: v4.3.2Metric: Artificial Analysis Intelligence IndexScoring: Higher is betterGPT-5.4 mini: Snapshot: GPT-5.4 mini (Xhigh), Reasoning: Xhigh Grok 4.7: Snapshot: Grok 4.7 (Xhigh), Reasoning: XhighGPT-5.4 mini: Exact AA configuration: GPT-5.4 mini (Xhigh) (release gpt-5-4-mini, row gpt-5-4-mini, UUID ba242e40-83b7-4cd3-a0e0-b56237984914, reasoning=true, source reasoning-token configuration budget=0, suffix=Xhigh). This configured value is not measured token consumption.Grok 4.7: Exact AA configuration: Grok 4.7 (Xhigh) (release grok-4-7, row grok-4-7, UUID 59627802-1546-422c-9a65-65b61c022d36, reasoning=true, source reasoning-token configuration budget=0, suffix=Xhigh). This configured value is not measured token consumption.	24.068 points	Winner46.447 points	Artificial Analysis Source details Data as of: 10/15/2026
AutomationBench-AAOverall Test details No documented difference in the test setupVersion: unspecifiedMetric: Objectives completed without guardrail violationsScoring: Higher is betterGPT-5.4 mini: Snapshot: GPT-5.4 mini (Xhigh), Reasoning: Xhigh Grok 4.7: Snapshot: Grok 4.7 (Xhigh), Reasoning: XhighGPT-5.4 mini: Exact AA configuration: GPT-5.4 mini (Xhigh) (release gpt-5-4-mini, row gpt-5-4-mini, UUID ba242e40-83b7-4cd3-a0e0-b56237984914, reasoning=true, source reasoning-token configuration budget=0, suffix=Xhigh). This configured value is not measured token consumption.Grok 4.7: Exact AA configuration: Grok 4.7 (Xhigh) (release grok-4-7, row grok-4-7, UUID 59627802-1546-422c-9a65-65b61c022d36, reasoning=true, source reasoning-token configuration budget=0, suffix=Xhigh). This configured value is not measured token consumption.	26.2%	Winner65.6%	Artificial Analysis Source details Data as of: 10/15/2026
Code MigrationOverall Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	12.936 %	Higher measured value44.816 %	Vals AI Source details Data as of: 10/12/2026
EMBOverall Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	45.426 %	Higher measured value66.991 %	Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2)Overall Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	45.36 %	Higher measured value52.251 %	Vals AI Source details Data as of: 10/12/2026
GDP.pdfOverall Test details No documented difference in the test setupVersion: unspecifiedMetric: All-pass rateScoring: Higher is betterGPT-5.4 mini: Snapshot: GPT-5.4 mini (Xhigh), Reasoning: Xhigh Grok 4.7: Snapshot: Grok 4.7 (Xhigh), Reasoning: XhighGPT-5.4 mini: Exact AA configuration: GPT-5.4 mini (Xhigh) (release gpt-5-4-mini, row gpt-5-4-mini, UUID ba242e40-83b7-4cd3-a0e0-b56237984914, reasoning=true, source reasoning-token configuration budget=0, suffix=Xhigh). This configured value is not measured token consumption.Grok 4.7: Exact AA configuration: Grok 4.7 (Xhigh) (release grok-4-7, row grok-4-7, UUID 59627802-1546-422c-9a65-65b61c022d36, reasoning=true, source reasoning-token configuration budget=0, suffix=Xhigh). This configured value is not measured token consumption.	13.4%	Winner20.0%	Artificial Analysis Source details Data as of: 10/15/2026
GDPval-AAOverall Test details No documented difference in the test setupVersion: v2.1Metric: GDPval-AA EloScoring: Higher is betterGPT-5.4 mini: Snapshot: GPT-5.4 mini (Xhigh), Reasoning: Xhigh Grok 4.7: Snapshot: Grok 4.7 (Xhigh), Reasoning: XhighGPT-5.4 mini: Exact AA configuration: GPT-5.4 mini (Xhigh) (release gpt-5-4-mini, row gpt-5-4-mini, UUID ba242e40-83b7-4cd3-a0e0-b56237984914, reasoning=true, source reasoning-token configuration budget=0, suffix=Xhigh). This configured value is not measured token consumption.Grok 4.7: Exact AA configuration: Grok 4.7 (Xhigh) (release grok-4-7, row grok-4-7, UUID 59627802-1546-422c-9a65-65b61c022d36, reasoning=true, source reasoning-token configuration budget=0, suffix=Xhigh). This configured value is not measured token consumption.	1,011.97 elo	Winner1,711.07 elo	Artificial Analysis Source details Data as of: 10/15/2026
Harvey's Legal Agent BenchmarkOverall · Task fully resolved Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	0 %	Higher measured value12.5 %	Vals AI Source details Data as of: 10/12/2026
Humanity's Last ExamOverall Test details No documented difference in the test setupVersion: unspecifiedMetric: Text-only pass@1 accuracyScoring: Higher is betterGPT-5.4 mini: Snapshot: GPT-5.4 mini (Xhigh), Reasoning: Xhigh Grok 4.7: Snapshot: Grok 4.7 (Xhigh), Reasoning: XhighGPT-5.4 mini: Exact AA configuration: GPT-5.4 mini (Xhigh) (release gpt-5-4-mini, row gpt-5-4-mini, UUID ba242e40-83b7-4cd3-a0e0-b56237984914, reasoning=true, source reasoning-token configuration budget=0, suffix=Xhigh). This configured value is not measured token consumption.Grok 4.7: Exact AA configuration: Grok 4.7 (Xhigh) (release grok-4-7, row grok-4-7, UUID 59627802-1546-422c-9a65-65b61c022d36, reasoning=true, source reasoning-token configuration budget=0, suffix=Xhigh). This configured value is not measured token consumption.	28.1% Artificial Analysis describes this comparable run as 2,158 text-only questions, not the full 2,500-question dataset.	Winner43.1% Artificial Analysis describes this comparable run as 2,158 text-only questions, not the full 2,500-question dataset.	Artificial Analysis Source details Data as of: 10/15/2026
Legal Research BenchOverall · All-pass Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	12.5 %	Higher measured value47.115 %	Vals AI Source details Data as of: 10/12/2026
LMArena Code Arena WebDevOverall Test details Test setup not documented as identicalNo direct winnerVersion: webdevMetric: WebDev Arena Bradley-Terry ratingScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-high, Reasoning: high, Harness: Arena Code Arena WebDev Grok 4.7: Snapshot: grok-4.7-xhigh, Reasoning: xhigh, Harness: Arena Code Arena WebDevGPT-5.4 mini: Arena rating from 11,978 published pairwise votes.Grok 4.7: Arena rating from 4,633 published pairwise votes.	1,397.568 95% confidence interval: ±6.522The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.	Higher measured value1,640.149 95% confidence interval: ±10.129The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.	LMArena Source details Data as of: 10/13/2026
LMArena Text, Style ControlOverall Test details Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-high, Reasoning: high, Harness: Arena Text, style control Grok 4.7: Snapshot: grok-4.7-xhigh, Reasoning: xhigh, Harness: Arena Text, style controlGPT-5.4 mini: Arena rating from 63,461 published pairwise votes.Grok 4.7: Arena rating from 10,768 published pairwise votes.	Higher measured value1,447.149 95% confidence interval: ±3.749The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.	1,443.84 95% confidence interval: ±6.54The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.	LMArena Source details Data as of: 10/13/2026
LMArena Vision, Style ControlOverall Test details Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-high, Reasoning: high, Harness: Arena Vision, style control Grok 4.7: Snapshot: grok-4.7-xhigh, Reasoning: xhigh, Harness: Arena Vision, style controlGPT-5.4 mini: Arena rating from 25,733 published pairwise votes.Grok 4.7: Arena rating from 2,942 published pairwise votes.	Higher measured value1,250.938 95% confidence interval: ±6.248The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.	1,247.549 95% confidence interval: ±11.746The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.	LMArena Source details Data as of: 10/09/2026
ProgramBenchOverall Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: fully resolved rateScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	0 %	Higher measured value0.5 %	Vals AI Source details Data as of: 10/12/2026
SAGEOverall Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 30,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 1, Top P: 0.95, Output limit: 30,000 tokens	Higher measured value50.813 %	40.79 %	Vals AI Source details Data as of: 10/08/2026
Tax Agent BenchOverall Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	8.808 %	Higher measured value34.197 %	Vals AI Source details Data as of: 10/12/2026
Terminal-BenchOverall Test details No documented difference in the test setupVersion: 4.0Metric: Task successScoring: Higher is betterGPT-5.4 mini: Snapshot: GPT-5.4 mini (Xhigh), Reasoning: Xhigh Grok 4.7: Snapshot: Grok 4.7 (Xhigh), Reasoning: XhighGPT-5.4 mini: Exact AA configuration: GPT-5.4 mini (Xhigh) (release gpt-5-4-mini, row gpt-5-4-mini, UUID ba242e40-83b7-4cd3-a0e0-b56237984914, reasoning=true, source reasoning-token configuration budget=0, suffix=Xhigh). This configured value is not measured token consumption.Grok 4.7: Exact AA configuration: Grok 4.7 (Xhigh) (release grok-4-7, row grok-4-7, UUID 59627802-1546-422c-9a65-65b61c022d36, reasoning=true, source reasoning-token configuration budget=0, suffix=Xhigh). This configured value is not measured token consumption.	2.0%	Winner25.8%	Artificial Analysis Source details Data as of: 10/15/2026
Terminal-Bench 2.1Overall Test details Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: accuracyScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: high, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	54.682 %	Higher measured value73.408 %	Vals AI Source details Data as of: 09/28/2026
Terminal-Bench 4.0Overall Test details Test setup not documented as identicalNo direct winnerVersion: 4.0Metric: accuracyScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	2.525 %	Higher measured value28.788 %	Vals AI Source details Data as of: 10/13/2026
Vals IndexOverall Test details Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: weighted index scoreScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	33.169 %	Higher measured value54.947 %	Vals AI Source details Data as of: 10/13/2026
Vibe Code Bench v1.1Overall Test details Test setup not documented as identicalNo direct winnerVersion: 1.1Metric: accuracyScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Harness: OpenHands, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Harness: OpenHands, Temperature: 0.7, Top P: 0.95	47.969 %	Higher measured value86.175 %	Vals AI Source details Data as of: 10/12/2026
Code MigrationCLI Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	8.2 %	Higher measured value36.422 %	Vals AI Source details Data as of: 10/12/2026
EMBComps Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	40.488 %	Higher measured value65.016 %	Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2)Adjustments Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	45.366 %	Higher measured value46.25 %	Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkAntitrust Competition · Criteria passed Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: criteria pass rateScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	52.536 %	Higher measured value91.667 %	Vals AI Source details Data as of: 10/12/2026
Legal Research BenchAdministrative / Regulatory · All-pass Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	15.152 %	Higher measured value54.545 %	Vals AI Source details Data as of: 10/12/2026
LMArena Code Arena WebDevWebdev Test details Test setup not documented as identicalNo direct winnerVersion: webdevMetric: WebDev Arena Bradley-Terry ratingScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-high, Reasoning: high, Harness: Arena Code Arena WebDev Grok 4.7: Snapshot: grok-4.7-xhigh, Reasoning: xhigh, Harness: Arena Code Arena WebDevGPT-5.4 mini: Arena rating from 11,978 published pairwise votes.Grok 4.7: Arena rating from 4,633 published pairwise votes.	1,397.568 95% confidence interval: ±6.522The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.	Higher measured value1,640.149 95% confidence interval: ±10.129The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.	LMArena Source details Data as of: 10/13/2026
LMArena Text, Style ControlBusiness, management and finance Test details Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-high, Reasoning: high, Harness: Arena Text, style control Grok 4.7: Snapshot: grok-4.7-xhigh, Reasoning: xhigh, Harness: Arena Text, style controlGPT-5.4 mini: Arena rating from 12,861 published pairwise votes.Grok 4.7: Arena rating from 1,856 published pairwise votes.	Higher measured value1,459.776 95% confidence interval: ±6.483The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.	1,433.198 95% confidence interval: ±14.038The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.	LMArena Source details Data as of: 10/13/2026
LMArena Vision, Style ControlCreative writing vision Test details Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-high, Reasoning: high, Harness: Arena Vision, style control Grok 4.7: Snapshot: grok-4.7-xhigh, Reasoning: xhigh, Harness: Arena Vision, style controlGPT-5.4 mini: Arena rating from 1,627 published pairwise votes.Grok 4.7: Arena rating from 290 published pairwise votes.	1,226.475 95% confidence interval: ±15.662The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.	Higher measured value1,233.031 95% confidence interval: ±36.879The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.	LMArena Source details Data as of: 10/09/2026
ProgramBenchAlmost Resolved Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: almost-resolved rateScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	3 %	Higher measured value21.5 %	Vals AI Source details Data as of: 10/12/2026
SAGEAutomata Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 30,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 1, Top P: 0.95, Output limit: 30,000 tokens	Higher measured value41.27 %	30.952 %	Vals AI Source details Data as of: 10/08/2026
Tax Agent BenchControversy & Precedence Analysis Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	3.333 %	Higher measured value13.333 %	Vals AI Source details Data as of: 10/12/2026
Terminal-Bench 2.1Easy Test details Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: accuracyScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: high, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	75 %	Higher measured value91.667 %	Vals AI Source details Data as of: 09/28/2026
Terminal-Bench 4.0Hardware Test details Test setup not documented as identicalNo direct winnerVersion: 4.0Metric: accuracyScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	0 %	Higher measured value26.667 %	Vals AI Source details Data as of: 10/13/2026
Vals IndexCode Migration Test details Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: benchmark scoreScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	13.015 %	Higher measured value43.159 %	Vals AI Source details Data as of: 10/13/2026
Code MigrationCOBOL Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	27.143 %	Higher measured value70 %	Vals AI Source details Data as of: 10/12/2026
EMBDataroom Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	48.286 %	Higher measured value83.58 %	Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2)All-Pass Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	32.369 %	Higher measured value42.137 %	Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkAntitrust Competition · Task fully resolved Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	0 %	Higher measured value20 %	Vals AI Source details Data as of: 10/12/2026
Legal Research BenchAdministrative / Regulatory · Weighted partial credit Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: weighted partial-credit scoreScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	69.72 %	Higher measured value87.214 %	Vals AI Source details Data as of: 10/12/2026
LMArena Code Arena WebDevWebdev-html Test details Test setup not documented as identicalNo direct winnerVersion: webdevMetric: WebDev Arena Bradley-Terry ratingScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-high, Reasoning: high, Harness: Arena Code Arena WebDev Grok 4.7: Snapshot: grok-4.7-xhigh, Reasoning: xhigh, Harness: Arena Code Arena WebDevGPT-5.4 mini: Arena rating from 1,436 published pairwise votes.Grok 4.7: Arena rating from 753 published pairwise votes.	1,419.865 95% confidence interval: ±16.676The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.	Higher measured value1,628.146 95% confidence interval: ±24.376The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.	LMArena Source details Data as of: 10/13/2026
LMArena Text, Style ControlChinese Test details Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-high, Reasoning: high, Harness: Arena Text, style control Grok 4.7: Snapshot: grok-4.7-xhigh, Reasoning: xhigh, Harness: Arena Text, style controlGPT-5.4 mini: Arena rating from 3,925 published pairwise votes.Grok 4.7: Arena rating from 861 published pairwise votes.	1,473.388 95% confidence interval: ±10.187The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.	Higher measured value1,506.477 95% confidence interval: ±20.231The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.	LMArena Source details Data as of: 10/13/2026
LMArena Vision, Style ControlDiagram Test details Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-high, Reasoning: high, Harness: Arena Vision, style control Grok 4.7: Snapshot: grok-4.7-xhigh, Reasoning: xhigh, Harness: Arena Vision, style controlGPT-5.4 mini: Arena rating from 6,941 published pairwise votes.Grok 4.7: Arena rating from 754 published pairwise votes.	Higher measured value1,283.959 95% confidence interval: ±8.767The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.	1,277.165 95% confidence interval: ±22.096The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.	LMArena Source details Data as of: 10/09/2026
ProgramBenchFully Resolved Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: fully resolved rateScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	0 %	Higher measured value0.5 %	Vals AI Source details Data as of: 10/12/2026
SAGECalculus Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 30,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 1, Top P: 0.95, Output limit: 30,000 tokens	59.259 %	Higher measured value70.371 %	Vals AI Source details Data as of: 10/08/2026
Tax Agent BenchControversy & Precedence Analysis Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	32.174 %	Higher measured value62.693 %	Vals AI Source details Data as of: 10/12/2026
Terminal-Bench 2.1Hard Test details Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: accuracyScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: high, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	34.444 %	Higher measured value67.778 %	Vals AI Source details Data as of: 09/28/2026
Terminal-Bench 4.0Media Test details Test setup not documented as identicalNo direct winnerVersion: 4.0Metric: accuracyScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	No direct winner0 %	No direct winner0 %	Vals AI Source details Data as of: 10/13/2026
Vals IndexEMB Test details Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: benchmark scoreScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	45.426 %	Higher measured value66.991 %	Vals AI Source details Data as of: 10/13/2026
Code MigrationCode Quality Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: mean reviewer code-quality ratingScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	3.053 / 5	Higher measured value4.105 / 5	Vals AI Source details Data as of: 10/12/2026
EMBDCF Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	40.605 %	Higher measured value58.244 %	Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2)Comparables Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	40.273 %	Higher measured value42.22 %	Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkArbitration International Dispute Resolution · Criteria passed Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: criteria pass rateScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	63.125 %	Higher measured value92.832 %	Vals AI Source details Data as of: 10/12/2026
Legal Research BenchBusiness & Commercial · All-pass Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	11.628 %	Higher measured value44.186 %	Vals AI Source details Data as of: 10/12/2026
LMArena Code Arena WebDevWebdev-react Test details Test setup not documented as identicalNo direct winnerVersion: webdevMetric: WebDev Arena Bradley-Terry ratingScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-high, Reasoning: high, Harness: Arena Code Arena WebDev Grok 4.7: Snapshot: grok-4.7-xhigh, Reasoning: xhigh, Harness: Arena Code Arena WebDevGPT-5.4 mini: Arena rating from 9,859 published pairwise votes.Grok 4.7: Arena rating from 2,845 published pairwise votes.	1,386.539 95% confidence interval: ±7.117The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.	Higher measured value1,663.304 95% confidence interval: ±12.689The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.	LMArena Source details Data as of: 10/13/2026
LMArena Text, Style ControlCoding Test details Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-high, Reasoning: high, Harness: Arena Text, style control Grok 4.7: Snapshot: grok-4.7-xhigh, Reasoning: xhigh, Harness: Arena Text, style controlGPT-5.4 mini: Arena rating from 17,247 published pairwise votes.Grok 4.7: Arena rating from 2,348 published pairwise votes.	Higher measured value1,494.587 95% confidence interval: ±5.892The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.	1,494.495 95% confidence interval: ±12.482The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.	LMArena Source details Data as of: 10/13/2026
LMArena Vision, Style ControlEnglish Test details Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-high, Reasoning: high, Harness: Arena Vision, style control Grok 4.7: Snapshot: grok-4.7-xhigh, Reasoning: xhigh, Harness: Arena Vision, style controlGPT-5.4 mini: Arena rating from 10,691 published pairwise votes.Grok 4.7: Arena rating from 1,014 published pairwise votes.	Higher measured value1,248.605 95% confidence interval: ±8.435The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.	1,238.945 95% confidence interval: ±19.741The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.	LMArena Source details Data as of: 10/09/2026
ProgramBenchRaw Pass Rate Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: raw test pass rateScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	54.375 %	Higher measured value75.701 %	Vals AI Source details Data as of: 10/12/2026
SAGELinear Algebra Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 30,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 1, Top P: 0.95, Output limit: 30,000 tokens	Higher measured value71.486 %	58.878 %	Vals AI Source details Data as of: 10/08/2026
Tax Agent BenchCurrent & Temporal Analysis Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: xhigh, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	10 %	Higher measured value46.667 %	Vals AI Source details Data as of: 10/12/2026
Terminal-Bench 2.1Medium Test details Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: accuracyScoring: Higher is betterGPT-5.4 mini: Snapshot: gpt-5.4-mini-2026-03-17, Reasoning: high, Output limit: 128,000 tokens Grok 4.7: Reasoning: xhigh, Temperature: 0.7, Top P: 0.95	64.242 %	Higher measured value75.152 %	Vals AI Source details Data as of: 09/28/2026
Key to the marks:better valuebetter, but not conclusivetie

Our model tests

Our tests

SVG short test

One SVG prompt and fixed output settings. Captures are shown only with 0 reported reasoning tokens or documented lack of reasoning controls. Identical test conditions do not make the models' internal compute identical.

Shared test round: 4ae5d8eeb9a9

GPT-5.4 mini

Unavailable in this round

Grok 4.7

Unavailable in this round

Earlier tests

Pelican on a bicycle

A community classic for free-form SVG drawing.

GPT-5.4 mini

Reasoning (requested): high

Current attempt

Run date: Oct 2, 2026
API provider: openrouter
Requested API model: openai/gpt-5.4-mini
API model reported in response: openai/gpt-5.4-mini
Reasoning setting: high
Pinned endpoint: OpenAI | openai/gpt-5.4-mini-20260317
Temperature: Provider default
Token limit including reasoning: 8,192 tokens
Test protocol: community-visual-tests-v1
Technical checks: Passed, not a quality rating
Response time: 13.5 s

Visually reviewed. This individual test does not establish overall model quality.

Earlier attempts (2)

Oct 1, 2026API request failedReasoning setting: high
Sep 7, 2026API request failedReasoning setting: high

Grok 4.7

Reasoning (requested): high

Current attempt

Run date: Oct 1, 2026
API provider: openrouter
Requested API model: x-ai/grok-4.7
API model reported in response: x-ai/grok-4.7
Reasoning setting: high
Pinned endpoint: xAI | x-ai/grok-4.7-20260916
Temperature: Provider default
Token limit including reasoning: 8,192 tokens
Test protocol: community-visual-tests-v1
Technical checks: Passed, not a quality rating
Response time: 13.4 s

Visually reviewed. This individual test does not establish overall model quality.

Earlier attempts (1)

Oct 1, 2026API request failedReasoning setting: high

Prompt and test conditions

Generate an SVG of a pelican riding a bicycle

Token limit including reasoning: 8,192 tokens

Task origin (Simon Willison)

How to read this comparison

Winning one benchmark is not an overall verdict

Your workload, budget, and required context length matter most. A coding benchmark says little about visual understanding or agent performance.

The standard price table uses direct developer rates. The provider comparison labels OpenRouter endpoints, regions, and special tariffs separately.

Every result links to its measurement source and retrieval date. Labels distinguish vendor reports, official benchmark leaderboards, and independent evaluations. Disputed or archived results are excluded.

More matchups

Compare GPT-5.4 mini and Grok 4.7 with other leading models using the same data and benchmark logic.

View the complete LLM comparison

GPT-5.4 mini vs. Grok 4.7

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General specifications

API pricing compared

Shared benchmarks

Capability profile from matched benchmarks

Our tests

SVG short test

GPT-5.4 mini

Grok 4.7

Pelican on a bicycle

Winning one benchmark is not an overall verdict

Related LLM comparisons