Compare · ModelsLive · 2 picked · head to head
GPT-5.1-Codex vs Kimi K3.1 Pro
Side by side · benchmarks, pricing, and signals you can act on.
Winner summary
GPT-5.1-Codex wins on 0/0 benchmarks
Not enough overlapping benchmarks to declare a winner yet · GPT-5.1-Codex · Kimi K3.1 Pro are still filling in scores.
Hype vs Reality
Attention vs performance
GPT-5.1-Codex
#27 by perf·#9 by attention
Kimi K3.1 Pro
#29 by perf·#15 by attention
Best value
GPT-5.1-Codex
1.1x better value than Kimi K3.1 Pro
GPT-5.1-Codex
12.2 pts/$
$5.63/M
Kimi K3.1 Pro
11.3 pts/$
$6.00/M
Vendor risk
Who is behind the model
OpenAI
$840.0B·Tier 1
Moonshot AI
$50.0B·Tier 1
Pricing · per 1M tokens · projected $/mo at 10M tokens
| Model | Input | Output | Context | Projected $/mo |
|---|---|---|---|---|
| $1.25 | $10.00 | 400K tokens (~200 books) | $34.38 | |
| $2.00 | $10.00 | 1.0M tokens (~524 books) | $40.00 |