Kimi K3.1 Pro vs GPT-6 Sol

Moonshot AI against OpenAI. Prices, scores and speed below are live.

  • They cost the same: $6.00 per 1M tokens, 3 input to 1 output.
  • Kimi K3.1 Pro scores higher on the Artificial Analysis Intelligence Index: 46.5 against 44.1.
  • On the 2 benchmarks both have scores on, Kimi K3.1 Pro leads on 2 and GPT-6 Sol on 0.
  • GPT-6 Sol reads more context: 1.1M tokens against 1M.
  • Kimi K3.1 Pro is newer: listed Oct 23, 2026, against Sep 22, 2026.

Side by side

Kimi K3.1 ProGPT-6 Sol
LabMoonshot AIOpenAI
ListedOct 23, 2026Sep 22, 2026
Input per 1M tokens$3.00$3.00
Output per 1M tokens$15.00$15.00
Cached input per 1M$0.30$0.30
Blended (3:1) per 1M$6.00$6.00
Context window1M1.1M
Max output944K128K
Knowledge cutoff--
Intelligence index46.544.1
Coding index--
ReasoningYesYes
Reads imagesYesYes
Tool useYesYes
Structured outputYesYes

Every benchmark both are scored on

Each model's best score per benchmark, with its source. Scores from different sources or settings are not always comparable; each links to where it was published.

BenchmarkKimi K3.1 ProGPT-6 Sol
ProofBench91%Epoch AI83%Epoch AI
SciCode60.8%Epoch AI57.6%Epoch AI

More comparisons

Where these figures come from

Prices are GenMagic's own, what the studio and the API charge, recomputed from each provider's price list every few minutes. The indices are the Artificial Analysis indices, and every benchmark score links to its source, re-read daily. Measured speed is GenMagic's own generation records, in aggregate. See Moonshot AI models, OpenAI models, every LLM's price and our sources.