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Model comparison

Grok 4 vs o1-preview

Data verified

Head-to-head evidence from 1 shared benchmark result across 1 category. Overall scores shown here use the public BenchAlign v5 ranking lane.

60.42/100
Margin
11.3pts
← winning
49.11/100
0 category wins0 category wins

Public leaderboard positions: Grok 4 #50 (Supported); o1-preview #123 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Grok 4 and o1-preview share 1 comparable benchmark result. 0 of 8 categories are comparable. 15 results are unique to Grok 4; 1 to o1-preview.

Updated July 20, 2026
Shared results
1
Grok 4 only
15
o1-preview only
1
Comparable categories
0 / 8

Benchmark data for Grok 4 and o1-preview is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 1 shared benchmark result across 1 evidence category; 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.

o1-preview has the larger context window at 200K, compared with 128K for Grok 4.

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 Grok 4 and o1-preview
CategoryGrok 4Δo1-preview
MathGrok 415.3MarginNo overlapo1-previewNot measured

Operational comparison

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

MetricGrok 4o1-previewComparison
Input / output priceUSD per 1M tokensGrok 4Not availableo1-preview$15 input / $60 outputA complete price comparison is not available.
Generation speedtokens per secondGrok 454 tok/so1-previewNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGrok 415.60 so1-previewNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensGrok 4128Ko1-preview200Ko1-preview lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGrok 4o1-previewResult
τ²-bench resultsSource 74.9%Not comparable
Gert LabsSource 42.34%Not comparable
Coding
BenchmarkGrok 4o1-previewResult
React Native EvalsSource 72.6%Not comparable
AA-SciCodeSource 45.7%Not comparable
AA Coding IndexSource 34.0%Not comparable
Reasoning
BenchmarkGrok 4o1-previewResult
AA-LCRSource 68.0%Not comparable
CritPtSource 2.0%Not comparable
Knowledge
BenchmarkGrok 4o1-previewResult
Artificial Analysis Intelligence IndexSource 33.3%17.0%Grok 4 leads
AA-GPQA DiamondSource 87.7%Not comparable
AA-HLESource 23.9%Not comparable
AA-Omniscience IndexSource 3.8%Not comparable
AA-Omniscience AccuracySource 41.4%Not comparable
AA-Omniscience Hallucination RateSource 64.2%Not comparable
Math
BenchmarkGrok 4o1-previewResult
FrontierMath v2 (Tiers 1-3)Source 19.655%Not comparable
FrontierMath v2 (Tier 4)Source 2.083%Not comparable
Multimodal
BenchmarkGrok 4o1-previewResult
AA-MMMU-ProSource 68.8%Not comparable
Inst. Following
BenchmarkGrok 4o1-previewResult
AA-IFBenchSource 53.7%Not comparable
Frequently Asked Questions (3)

Can I compare Grok 4 and o1-preview 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 Grok 4 and o1-preview today?

Grok 4: Pricing unavailable o1-preview: $15.00 input / $60.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

Related Comparisons

Last updated: July 20, 2026

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