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Model comparison

GPT-5 (high) vs Grok Code Fast 1

Data verified

Head-to-head evidence from 11 shared benchmark results across 5 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

58.61/100
Margin
20.0pts
← winning
38.64/100
0 category wins0 category wins

Public leaderboard positions: GPT-5 (high) #63 (Estimated); Grok Code Fast 1 #180 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. GPT-5 (high) and Grok Code Fast 1 share 11 comparable benchmark results. 0 of 8 categories are comparable. 9 results are unique to GPT-5 (high); 1 to Grok Code Fast 1.

Updated July 20, 2026
Shared results
11
GPT-5 (high) only
9
Grok Code Fast 1 only
1
Comparable categories
0 / 8

Benchmark data for GPT-5 (high) and Grok Code Fast 1 is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 11 shared benchmark results across 5 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.

GPT-5 (high) is priced at $1.25 input / $10.00 output per 1M tokens, versus $0.20 input / $1.50 output per 1M tokens for Grok Code Fast 1. Grok Code Fast 1 has the larger context window at 256K, compared with 128K for GPT-5 (high).

Category breakdown

Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.

Category scores and score margins for GPT-5 (high) and Grok Code Fast 1
CategoryGPT-5 (high)ΔGrok Code Fast 1
CodingGPT-5 (high)Not measuredMarginNo overlapGrok Code Fast 170.8

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricGPT-5 (high)Grok Code Fast 1Comparison
Input / output priceUSD per 1M tokensGPT-5 (high)$1.25 input / $10 outputGrok Code Fast 1$0.2 input / $1.5 outputGrok Code Fast 1 has the lower combined listed price.
Generation speedtokens per secondGPT-5 (high)83 tok/sGrok Code Fast 1172 tok/sGrok Code Fast 1 has the higher measured throughput.
First-answer latencyseconds to first tokenGPT-5 (high)36.28 sGrok Code Fast 12.81 sGrok Code Fast 1 reaches the first token sooner.
Context windowmaximum listed tokensGPT-5 (high)128KGrok Code Fast 1256KGrok Code Fast 1 lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGPT-5 (high)Grok Code Fast 1Result
AA Agentic IndexSource 25.7%Not comparable
τ²-bench resultsSource 84.8%75.7%GPT-5 (high) leads
GDPval-AASource 28.7%Not comparable
GDPval-AASource 1075Not comparable
JobBenchSource 8.5%Not comparable
Coding
BenchmarkGPT-5 (high)Grok Code Fast 1Result
Vibe Code BenchSource 20.09%Not comparable
AA Coding IndexSource 37.8%Not comparable
AA-SciCodeSource 42.9%36.2%GPT-5 (high) leads
SWE-bench VerifiedSource 70.8%Not comparable
Reasoning
BenchmarkGPT-5 (high)Grok Code Fast 1Result
AA-LCRSource 75.6%48.3%GPT-5 (high) leads
CritPtSource 5.7%0.0%GPT-5 (high) leads
Knowledge
BenchmarkGPT-5 (high)Grok Code Fast 1Result
Artificial Analysis Intelligence IndexSource 34.7%21.6%GPT-5 (high) leads
AA-GPQA DiamondSource 85.4%72.7%GPT-5 (high) leads
AA-HLESource 26.5%7.5%GPT-5 (high) leads
AA-Omniscience IndexSource -8.1%-36.0%GPT-5 (high) leads
AA-Omniscience AccuracySource 40.7%23.8%GPT-5 (high) leads
AA-Omniscience Hallucination RateSource 82.1%78.5%Grok Code Fast 1 leads
Math
BenchmarkGPT-5 (high)Grok Code Fast 1Result
AA MATH-500Source 99.4%Not comparable
Multimodal
BenchmarkGPT-5 (high)Grok Code Fast 1Result
AA-MMMU-ProSource 74.2%Not comparable
Design Arena WebsiteSource 1217Not comparable
Inst. Following
BenchmarkGPT-5 (high)Grok Code Fast 1Result
AA-IFBenchSource 73.1%41.4%GPT-5 (high) leads
Frequently Asked Questions (3)

Can I compare GPT-5 (high) and Grok Code Fast 1 on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.

Why does this comparison show “coming soon”?

BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.

What data is available for GPT-5 (high) and Grok Code Fast 1 today?

GPT-5 (high): $1.25 input / $10.00 output per 1M tokens Grok Code Fast 1: $0.20 input / $1.50 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

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Last updated: July 20, 2026

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