GPT-6 Astra
OpenAI
Pick this when you already work in ChatGPT or Codex.
Skip it if you want to run completely offline without sending source code to proprietary servers.
LMArena Code 1764; 90.2% on SWE-bench Pro V2 HARD
Updated Nov 13, 2026. Checked daily.
The short answer
GPT-6 Astra ranks ahead for coding & software, reasoning, math & science. Kimi K3 ranks ahead for legal & long documents.
GPT-6 Astra
2 of 3 jobs ahead
Paid plan
Kimi K3
1 of 3 jobs ahead
Free (limited)
Each job ranks a #1, an alternative, and an open-weights pick from public leaderboards. Bars compare the two scores on that job's own signal.
OpenAI
Pick this when you already work in ChatGPT or Codex.
Skip it if you want to run completely offline without sending source code to proprietary servers.
LMArena Code 1764; 90.2% on SWE-bench Pro V2 HARD
Moonshot AI
Pick this when the code cannot leave your own machines.
Skip self-hosting if you lack multi-GPU cluster infrastructure required to serve 2.8 trillion parameters.
88.2% on SWE-bench Pro V2 HARD
GPT-6 Astra
Implement this feature in the repo, then list the files you changed and why.
Kimi K3
Refactor this module for clarity and add tests for the edge cases.
Want a sharper prompt? Build one for either model.
GPT-6 Astra ranks ahead for coding & software on LMArena Code. GPT-6 Astra is the alternative pick (1764); Kimi K3 is the open weights pick.
Kimi K3 ranks ahead for legal & long documents on Vals LegalBench. GPT-6 Astra is not in today's top three; Kimi K3 is the open weights pick (86.2).
GPT-6 Astra ranks ahead for reasoning, math & science on Humanity's Last Exam. GPT-6 Astra is the alternative pick (57.2); Kimi K3 is not in today's top three.
GPT-6 Astra: Plus is $20/month; API is $10 per million input tokens and $50 per million output tokens. Kimi K3: Free to download weights; hosted Kimi app is free with usage limits or available via API.
GPT-6 Astra: Not on the free plan. Plus includes access inside Work and Codex. Kimi K3: Yes, available for free with standard rate limits in the Kimi web and mobile apps.
GPT-6 Astra (OpenAI): Yes on personal Free, Plus, and Pro. Improve the model for everyone is on by default. Kimi K3 (Moonshot AI): Yes. The Kimi consumer policy says prompts and files can be used to improve models.