Kimi K3.1 ProvsGPT-6 Astra (xhigh)

Kimi K3.1 Pro leads the overall Podium Score by 7.2 points (94.2 vs 87.0).Category wins: Kimi K3.1 Pro 3 — 0 GPT-6 Astra (xhigh).Kimi K3.1 Pro is the cheaper pick ($20/M vs $50/M per 1M output tokens). GPT-6 Astra (xhigh) is faster (76 t/s vs 45 t/s).

Kimi K3.1 ProDrag slider or hover to compareGPT-6 Astra (xhigh)
GPT-6 Astra (xhigh)
87.0
Coding: 60.0 · Speed: 76 t/s
Output Price: $50/M
Kimi K3.1 Pro
94.2
Coding: 72.0 · Speed: 45 t/s
Output Price: $20/M
Quick VerdictAggregated 2026 Benchmark Analysis

Kimi K3.1 Pro is rated higher overall with a Podium Score of 94.2 (vs 87.0 for GPT-6 Astra (xhigh)). In head-to-head domain evaluations, Kimi K3.1 Pro outperforms in 3 of 7 benchmark categories.

Coding & Engineering
Kimi K3.1 Pro (72.0)
Inference Speed
GPT-6 Astra (xhigh) (76 t/s)
Cost Efficiency
Kimi K3.1 Pro ($20/M)
API Price / 1M (in · out)
Kimi K3.1 Pro $4/M · $20/M — GPT-6 Astra (xhigh) $10/M · $50/M

Choose Kimi K3.1 Pro for complex reasoning and analysis, and GPT-6 Astra (xhigh) for low-latency applications.

MetricKimi K3.1 ProGPT-6 Astra (xhigh)
Podium Score94.2 ▲87.0
Arena Elo1490—
Intelligence Index68.0—
Coding72.0 ▲60.0
Math95.0—
Reasoning98.0 ▲90.0
Agentic82.0—
Knowledge45.045.0
Multimodal96.0 ▲95.0
Long-context100.0—
Output speed45 t/s76 t/s ▲
Output price$20/M ▲$50/M
Context window1000K1100K ▲
0 / 4