ResearchLLM Verifications Leaderboard

Data as of · 78 models, 80 questions · reviewed by Suhas Bhairav · methodology

Provider

MoonshotAI AI models

2 models tested, compared with 76 models from other labs.

Best verification score77.5Kimi K3.1 Pro · #9 of 78Best output speed136Kimi K2.7 Code · #20 of 78Best time to first token0.4 sKimi K2.7 Code · #4 of 78Best cost per question$0.006Kimi K2.7 Code · #53 of 78
MoonshotAI#9Kimi K3.1 Pro77.5% verification score38 tok/s1.3 s first token$0.01 / questionMoonshotAI#33Kimi K2.7 Code65.0% verification score136 tok/s0.4 s first token$0.006 / question

Score vs. cost per question

MoonshotAI models in color, every other model in grey

Most attractive quadrant0255075100$0.00001$0.0001$0.001$0.01$0.10Cost per question (USD, log) →Verification score (%) →Qwen3.8 2.4T A95BCommand AReka Flash 3Gemma 4 26B A4BGemma 4 31BQwen3.5 397B A17BHermes 4 405BMuse WonderGrok 4.7o3gpt-oss-20bMinistral 3 3B 2512Nova Micro 1.0Phi 4Granite 4.2 8BHy3GLM 5.3 FlashSolar Pro 4Trinity Large ThinkingMiniMax M3Mistral Large 4Claude Opus 5.5GPT-6.1 SolGemini 4 ArgonGPT-5.4GPT-6 Lunagpt-oss-120bLlama 4 Maverick

Output speed vs. cost per question

MoonshotAI models in color, every other model in grey

Most attractive quadrant0200400600800$0.00001$0.0001$0.001$0.01$0.10Cost per question (USD, log) →Output speed (tok/s) →Nemotron 3.5 Super VLQwen3.5 397B A17BMuse WonderGrok 4.7o3gpt-oss-20bMinistral 3 3B 2512Nova Micro 1.0Trinity Large ThinkingInkling SmallGemini 3.5 Flash LiteMuse Spark OpenGPT-6 Luna

Verification score

MoonshotAI models highlighted against every model in this run · higher is better

  1. 1Claude Opus 5.585.0
  2. 2Gemini 4 Argon83.8
  3. 3GPT-5.3-Codex82.5
  4. 3Gemini 3.8 Flash82.5
  5. 5Claude Fable 5.181.2
  6. 6Grok 4.780.0
  7. 7Muse Wonder78.8
  8. 7Claude Sonnet 5.578.8
  9. 9Gemini 3.1 Pro Preview77.5
  10. 9Muse Spark Open77.5
  11. 9Kimi K3.1 Pro77.5
  12. 33Kimi K2.7 Code65.0

60 more models · see the full leaderboard

6 of 78 tested models have no verification score

Output speed

MoonshotAI models highlighted against every model in this run · higher is better

  1. 1Nemotron 3.5 Super VL715
  2. 2Gemini 3.5 Flash Lite409
  3. 3Trinity Large Thinking329
  4. 4Ministral 3 3B 2512252
  5. 5Qwen3.5 397B A17B240
  6. 6Inkling Small233
  7. 7Muse Spark Open220
  8. 8Claude Haiku 5.5192
  9. 9Nova Micro 1.0180
  10. 10Muse Wonder175
  11. 20Kimi K2.7 Code136
  12. 67Kimi K3.1 Pro38

60 more models · see the full leaderboard

6 of 78 tested models have no output speed

Time to first token

MoonshotAI models highlighted against every model in this run · lower is better

  1. 1Ministral 3 3B 25120.3 s
  2. 2Ministral 3 8B 25120.3 s
  3. 3Hermes 4 405B0.3 s
  4. 4Kimi K2.7 Code0.4 s
  5. 5MiMo-V2.6-Flash0.4 s
  6. 6Qwen3.6 35B A3B0.4 s
  7. 7Qwen3 Coder Next0.4 s
  8. 8Mistral Medium 3.50.5 s
  9. 9Phi 40.5 s
  10. 10Nova Micro 1.00.5 s
  11. 56Kimi K3.1 Pro1.3 s

63 more models · see the full leaderboard

4 of 78 tested models have no time to first token

Cost per question

MoonshotAI models highlighted against every model in this run · lower is better

  1. 1Granite 4.0 Micro$0.000051
  2. 2gpt-oss-20b$0.000066
  3. 3Granite 4.2 8B$0.000077
  4. 4Nova Micro 1.0$0.000087
  5. 5Mercury 2.5$0.00011
  6. 6Phi 4$0.00012
  7. 7gpt-oss-120b$0.00013
  8. 8GLM 5.3 Flash$0.00015
  9. 9Ministral 3 3B 2512$0.00019
  10. 10GPT-6 Luna$0.00025
  11. 53Kimi K2.7 Code$0.006
  12. 60Kimi K3.1 Pro$0.01

60 more models · see the full leaderboard

6 of 78 tested models have no cost per question
  • LFM2.5-2.6B: no verification score (80 of 80 questions failed on the host's side)
  • Ling 3.0 Flash VL: no verification score (not yet run on the current question suite)
  • Qwen3.5-122B-A10B: no verification score (not yet run on the current question suite)
  • Qwen3 Next 80B A3B Thinking: no verification score (not yet run on the current question suite)
  • Nova Premier 1.0: no verification score (not yet run on the current question suite)
  • GPT-5.5 Pro: no verification score (not yet run on the current question suite)

End-to-end response time

MoonshotAI models highlighted against every model in this run · lower is better

  1. 1Nemotron 3.5 Super VL1.5 s
  2. 2Ministral 3 3B 25121.6 s
  3. 3Nova Micro 1.02.1 s
  4. 4Trinity Large Thinking2.7 s
  5. 5Gemini 3.5 Flash Lite2.8 s
  6. 6DeepSeek V4 Flash Vision Exp3.2 s
  7. 7Muse Spark Open3.2 s
  8. 8GLM 5.33.4 s
  9. 9Ministral 3 8B 25123.5 s
  10. 10Qwen3.5 397B A17B3.5 s
  11. 26Kimi K2.7 Code5.3 s
  12. 68Kimi K3.1 Pro19.6 s

62 more models · see the full leaderboard

4 of 78 tested models have no end-to-end response time

All MoonshotAI results

Leaderboard
#
1Kimi K3.1 Pro
MoonshotAI · served by Moonshot AI
77.562 / 80381.3 s$0.01$2 / $101M
2Kimi K2.7 Code
MoonshotAI · served by Inceptron
65.052 / 801360.4 s$0.006$0.56 / $3.1262k

MoonshotAI: quick answers

What is the best MoonshotAI model?
Kimi K3.1 Pro has the highest verification score of the MoonshotAI models the leaderboard tested: 77.5% (62 of 80 correct) in the 2026-10-27 run.
What is the fastest MoonshotAI model?
Kimi K2.7 Code is the fastest MoonshotAI model the leaderboard tested, at a median 136 output tokens per second.
What is the cheapest MoonshotAI model?
Kimi K2.7 Code has the lowest billed cost per question of the MoonshotAI models the leaderboard tested: $0.006.
Which MoonshotAI models do you test?
Kimi K3.1 Pro, Kimi K2.7 Code.