GPT-5.1 Codex vs Grok 3
Side-by-side benchmark comparison across coding, math, reasoning, speed, and pricing.
GPT-5.1 Codex by OpenAI wins on 10 of 14 benchmarks against Grok 3 by xAI, which leads on 3. This head-to-head comparison covers coding, math, reasoning, speed, and pricing metrics from our benchmark data.
Category-by-Category Breakdown
General Intelligence: In general intelligence, Grok 3 scores 1402 on Chatbot Arena ELO compared to GPT-5.1 Codex's 1395, while GPT-5.1 Codex scores 82.0% on MMLU-Pro compared to Grok 3's 74.0%.
Coding: In coding, GPT-5.1 Codex scores 96.0% on HumanEval+ compared to Grok 3's 82.0%, while GPT-5.1 Codex scores 78.0% on SWE-bench Verified compared to Grok 3's 42.0%, while GPT-5.1 Codex scores 85.0% on LiveCodeBench compared to Grok 3's 79.4%.
Math: In math, GPT-5.1 Codex scores 85.0% on MATH compared to Grok 3's 82.0%, while GPT-5.1 Codex scores 95.0% on GSM8K compared to Grok 3's 93.0%.
Reasoning: In reasoning, Grok 3 scores 84.6% on GPQA Diamond compared to GPT-5.1 Codex's 65.0%, while GPT-5.1 Codex scores 52.0% on ARC-AGI compared to Grok 3's 28.0%.
Context: In context, Grok 3 scores 1.0M on Context Length compared to GPT-5.1 Codex's 400K.
Pricing Comparison
GPT-5.1 Codex costs $1.3/1M input tokens and $10.0/1M output tokens, while Grok 3 costs $3.0/1M input and $15.0/1M output. GPT-5.1 Codex is the more affordable option for API usage.
Speed Comparison
GPT-5.1 Codex generates output at 85 tok/s compared to Grok 3's 65 tok/s, and the time to first token is 400 ms for GPT-5.1 Codex versus 400 ms for Grok 3. GPT-5.1 Codex delivers faster throughput.
Verdict
For developers prioritizing coding and math and affordability and speed, GPT-5.1 Codex has the edge. For those who value general intelligence, Grok 3 is the stronger choice.
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GPT-5.1 Codex vs Grok 3 — FAQ
Which is better, GPT-5.1 Codex or Grok 3?
GPT-5.1 Codex wins on more benchmarks overall (10 vs 3). However, the best choice depends on your specific needs — each model excels in different areas.
How does GPT-5.1 Codex compare to Grok 3 for coding?
GPT-5.1 Codex is better for coding, scoring 78.0% on SWE-bench Verified compared to 42.0%. SWE-bench tests real-world software engineering by resolving actual GitHub issues.
Is GPT-5.1 Codex cheaper than Grok 3?
Yes, GPT-5.1 Codex is cheaper. GPT-5.1 Codex costs $1.3/1M input and $10.0/1M output tokens. Grok 3 costs $3.0/1M input and $15.0/1M output tokens.
Which is faster, GPT-5.1 Codex or Grok 3?
GPT-5.1 Codex is faster, generating output at 85 tok/s compared to 65 tok/s. Faster output speed means shorter wait times for API responses.
What benchmarks does the GPT-5.1 Codex vs Grok 3 comparison cover?
This comparison covers 14 benchmarks including Chatbot Arena ELO, MMLU-Pro, HumanEval+, MATH, GPQA Diamond, SWE-bench Verified, Output Speed, LiveCodeBench, and more. Metrics span general intelligence, coding, math, reasoning, speed, and cost categories.