Compare/GPT-5.2 Codex (xhigh) vs Claude Sonnet 4.6 (Non-reasoning, High Effort)

GPT-5.2 Codex (xhigh)vsClaude Sonnet 4.6 (Non-reasoning, High Effort)

Side-by-side comparison of pricing, 12 benchmarks, and generation speed.

OpenAI

GPT-5.2 Codex (xhigh)

Input
$1.75/M
Output
$14/M
Speed
123 tok/s
TTFT
6.69s
Anthropic

Claude Sonnet 4.6 (Non-reasoning, High Effort)

Input
$3/M
Output
$15/M
Speed
50 tok/s
TTFT
1.21s

Winner by Category

Cheaper
GPT-5.2 Codex (xhigh)
Faster (tok/s)
GPT-5.2 Codex (xhigh)
Lower Latency
Claude Sonnet 4.6 (Non-reasoning, High Effort)
Benchmarks (5-2)
GPT-5.2 Codex (xhigh)

Pricing Comparison

MetricGPT-5.2 Codex (xhigh)Claude Sonnet 4.6 (Non-reasoning, High Effort)
Input ($/M tokens)$1.75$3
Output ($/M tokens)$14$15
Cost for 1M input + 100K output tokens:
GPT-5.2 Codex (xhigh)$3.15
Claude Sonnet 4.6 (Non-reasoning, High Effort)$4.50

Speed Comparison

Output Speed (tokens/s) — higher is better
GPT-5.2 Codex (xhigh)
123 tok/s
Claude Sonnet 4.6 (Non-reasoning, High Effort)
50 tok/s
Time to First Token (seconds) — lower is better
GPT-5.2 Codex (xhigh)
6.69s
Claude Sonnet 4.6 (Non-reasoning, High Effort)
1.21s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
49.044.4
Coding Index
43.046.4
Math Index
GPQA Diamond
89.9%79.9%
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
33.5%13.2%
SciCode
54.6%46.9%
IFBench
77.6%41.2%
TerminalBench
37.1%46.2%
GPT-5.2 Codex (xhigh)5 wins
2 winsClaude Sonnet 4.6 (Non-reasoning, High Effort)

Frequently Asked Questions

Which is cheaper, GPT-5.2 Codex (xhigh) or Claude Sonnet 4.6 (Non-reasoning, High Effort)?

GPT-5.2 Codex (xhigh) is cheaper overall. Its blended price (3:1 input/output ratio) is $4.81/M tokens vs $6.00/M for Claude Sonnet 4.6 (Non-reasoning, High Effort).

Which model performs better on benchmarks?

GPT-5.2 Codex (xhigh) wins 5 out of 12 benchmarks compared to 2 for Claude Sonnet 4.6 (Non-reasoning, High Effort). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

GPT-5.2 Codex (xhigh) generates tokens faster at 123 tok/s vs 50 tok/s. However, Claude Sonnet 4.6 (Non-reasoning, High Effort) has lower time-to-first-token (1.21s vs 6.69s).

When should I use GPT-5.2 Codex (xhigh) vs Claude Sonnet 4.6 (Non-reasoning, High Effort)?

Choose based on your priorities: GPT-5.2 Codex (xhigh) for lower cost, GPT-5.2 Codex (xhigh) for stronger benchmark performance, and GPT-5.2 Codex (xhigh) for faster generation. For latency-sensitive apps, check the TTFT comparison above.