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Model comparison

GPT-5.2 vs Grok 3 [Beta]

Data verified

Head-to-head evidence from 2 shared benchmark results across 1 category. Overall scores shown here use the public BenchAlign v5 ranking lane.

OpenAI
58.43/100
Margin
18.0pts
← winning
40.43/100
1 category wins0 category wins

Public leaderboard positions: GPT-5.2 #64 (Estimated); Grok 3 [Beta] #171 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. GPT-5.2 and Grok 3 [Beta] share 2 comparable benchmark results. 1 of 8 categories are comparable. 26 results are unique to GPT-5.2; 0 to Grok 3 [Beta].

Updated July 20, 2026
Shared results
2
GPT-5.2 only
26
Grok 3 [Beta] only
0
Comparable categories
1 / 8

Pick GPT-5.2 if you want the stronger benchmark profile. Grok 3 [Beta] only becomes the better choice if you would rather avoid the extra latency and token burn of a reasoning model.

Confidence note. This is a partial-evidence comparison with 2 shared benchmark results across 1 evidence category; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

GPT-5.2 is clearly ahead on the BenchAlign aggregate, 58.43 to 40.43. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

GPT-5.2's sharpest advantage is in mathematics, where it averages 35.2 against 2.8. The single biggest benchmark swing on the page is FrontierMath v2 (Tiers 1-3), 40.700% to 3.793%.

GPT-5.2 is the reasoning model in the pair, while Grok 3 [Beta] is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. GPT-5.2 gives you the larger context window at 400K, compared with 128K for Grok 3 [Beta].

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-5.2 and Grok 3 [Beta]
CategoryGPT-5.2ΔGrok 3 [Beta]
MathGPT-5.235.2Margin 32.4Grok 3 [Beta]2.8
AgenticGPT-5.255.7MarginNo overlapGrok 3 [Beta]Not measured
CodingGPT-5.270.6MarginNo overlapGrok 3 [Beta]Not measured
ReasoningGPT-5.252.9MarginNo overlapGrok 3 [Beta]Not measured
KnowledgeGPT-5.292.4MarginNo overlapGrok 3 [Beta]Not measured
MultimodalGPT-5.280.4MarginNo overlapGrok 3 [Beta]Not measured

Decisive benchmark drivers

The largest measured benchmark gaps in this matchup, with exact reported values.

More
A · GPT-5.2B · Grok 3 [Beta]
  1. FrontierMath v2 (Tiers 1-3)

    Math
    Source ↗
    A 40.700%B 3.793%
    Winner: GPT-5.2Δ 36.9
    FrontierMath v2 (Tiers 1-3): GPT-5.2 scored 40.700%; Grok 3 [Beta] scored 3.793%. GPT-5.2 wins this benchmark.
  2. FrontierMath v2 (Tier 4)

    Math
    Source ↗
    A 18.800%B 0.000%
    Winner: GPT-5.2Δ 18.8
    FrontierMath v2 (Tier 4): GPT-5.2 scored 18.800%; Grok 3 [Beta] scored 0.000%. GPT-5.2 wins this benchmark.

Operational comparison

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

MetricGPT-5.2Grok 3 [Beta]Comparison
Input / output priceUSD per 1M tokensGPT-5.2$1.75 input / $14 outputGrok 3 [Beta]Not availableA complete price comparison is not available.
Generation speedtokens per secondGPT-5.273 tok/sGrok 3 [Beta]Not availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGPT-5.2130.34 sGrok 3 [Beta]Not availableA complete latency comparison is not available.
Context windowmaximum listed tokensGPT-5.2400KGrok 3 [Beta]128KGPT-5.2 lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGPT-5.2Grok 3 [Beta]Result
BrowseCompSource 65.8%Not comparable
OSWorld-VerifiedSource 47.3%Not comparable
τ²-bench resultsSource 84.8%Not comparable
Gert LabsSource 46.54%Not comparable
JobBenchSource 34.3%Not comparable
Coding
BenchmarkGPT-5.2Grok 3 [Beta]Result
SWE-bench VerifiedSource 80%Not comparable
SWE-bench ProSource 55.6%Not comparable
Vibe Code BenchSource 53.50%Not comparable
AA-SciCodeSource 52.1%Not comparable
Reasoning
BenchmarkGPT-5.2Grok 3 [Beta]Result
ARC-AGI-2Source 52.9%Not comparable
AA-LCRSource 72.7%Not comparable
CritPtSource 11.6%Not comparable
Knowledge
BenchmarkGPT-5.2Grok 3 [Beta]Result
GPQASource 92.4%Not comparable
Artificial Analysis Intelligence IndexSource 42.2%Not comparable
AA-GPQA DiamondSource 90.3%Not comparable
AA-HLESource 35.4%Not comparable
AA-Omniscience IndexSource -1.0%Not comparable
AA-Omniscience AccuracySource 43.8%Not comparable
AA-Omniscience Hallucination RateSource 79.7%Not comparable
MathGPT-5.2 wins
BenchmarkGPT-5.2Grok 3 [Beta]Result
AA AIME 2025Source 99.0%Not comparable
FrontierMath v2 (Tiers 1-3)Source 40.700%3.793%GPT-5.2 leads
FrontierMath v2 (Tier 4)Source 18.800%0.000%GPT-5.2 leads
Multimodal
BenchmarkGPT-5.2Grok 3 [Beta]Result
MMMU-ProSource 79.5%Not comparable
MathVisionSource 83.0%Not comparable
CharXivSource 82.1%Not comparable
V*Source 75.9%Not comparable
Design Arena WebsiteSource 1227Not comparable
Inst. Following
BenchmarkGPT-5.2Grok 3 [Beta]Result
AA-IFBenchSource 75.4%Not comparable
Frequently Asked Questions (2)

Which is better, GPT-5.2 or Grok 3 [Beta]?

GPT-5.2 is ahead on BenchLM's BenchAlign leaderboard, 58.43 to 40.43. The biggest single separator in this matchup is FrontierMath v2 (Tiers 1-3), where the scores are 40.700% and 3.793%.

Which is better for math, GPT-5.2 or Grok 3 [Beta]?

GPT-5.2 has the edge for math in this comparison, averaging 35.2 versus 2.8. Inside this category, FrontierMath v2 (Tiers 1-3) is the benchmark that creates the most daylight between them.

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Last updated: July 20, 2026

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