Find an AI model for the work you need done
Compare 85 models from 20 providers by RankLLMs coding, reasoning, and agent scores. Use the shortlist to choose where to start, then check each scorecard for context, throughput, listed price, and benchmark details.
- Top Overall Model
- GPT-6 Astra 68.5
- Top Coding Score
- Claude Opus 5.5 Coding 86.2
- Top Open Weights
- Kimi K3 Overall 56.0
- Fastest Listed Output
- Gemini 3.5 Flash 376 tps
A practical starting point
Shortlist by workload
Each score row shows its two highest-scoring models; the open-weight row ranks overall scores within that group. Scores help narrow the field, but do not predict every prompt or production setup.
Software engineering
Shortlist models with stronger coding results before comparing tool support and cost.
Top Coding scoreClaude Opus 5.586.2
Next: GPT-6 Sol 84.8Gap: 1.4 pts
Reasoning and math
Start with the reasoning pillar, then inspect the individual evaluations that matter to your work.
Top Reasoning scoreGPT-6 Astra96.0
Next: Claude Fable 5.1 93.7Gap: 2.3 pts
Agent and tool workflows
Use the agent score as a first pass; tool reliability can vary by task and setup.
Top Agent scoreClaude Fable 586.0
Next: Claude Mythos Preview 85.4Gap: 0.6 pts
Run with open weights
Ranked by overall score among open-weight models. Hosting and hardware costs are separate.
Top Overall score among open weightsKimi K356.0
Next: GLM-5.3-Flash 55.8Gap: 0.2 pts
RankLLMs scores combine benchmark signals; speed and price are separate product specs. Read the scoring methodology.
Providers & Models Directory
Showing all 85 models across 20 providers
OpenAI
16 modelsProprietary modelsTop: #1 (GPT-6 Astra)
#1 GOLD
→GPT-6 Astra
68.5 ptsNEWProprietary weights
Context1.1M
Speed59 tps
Price / 1M tokens$10.00
Sep 4, 2026Scorecard Specs →
#5
→GPT-6 Sol
60.5 ptsNEWProprietary weights
Context1.1M
Speed126 tps
Price / 1M tokens$2.00
Sep 22, 2026Scorecard Specs →
#9
→GPT-5.6 Sol
57.2 ptsProprietary weights
Context1.1M
Speed89 tps
Price / 1M tokens$4.00
Jul 9, 2026Scorecard Specs →
#18
→GPT-5.6 Terra
55.0 ptsProprietary weights
Context1.1M
Speed117 tps
Price / 1M tokens$2.00
Jul 9, 2026Scorecard Specs →
#25
→GPT-5.4
53.8 ptsProprietary weights
Context1.1M
Speed14 tps
Price / 1M tokens$2.50
Mar 5, 2026Scorecard Specs →
#31
→GPT-5.5
52.2 ptsProprietary weights
Context1.1M
Speed33 tps
Price / 1M tokens$5.00
Apr 23, 2026Scorecard Specs →
#34
→GPT-6 Luna
51.2 ptsNEWProprietary weights
Context1.1M
Speed157 tps
Price / 1M tokens$0.10
Sep 22, 2026Scorecard Specs →
#38
→GPT-5.6 Luna
49.8 ptsProprietary weights
Context1.1M
Speed157 tps
Price / 1M tokens$0.20
Jul 9, 2026Scorecard Specs →
#46
→GPT-5.5 Pro
45.5 ptsProprietary weights
Context1.1M
Speed85 tps
Price / 1M tokens$30.00
Apr 23, 2026Scorecard Specs →
#51
→GPT-5.2 Pro
43.4 ptsProprietary weights
Context400K
Speed95 tps
Price / 1M tokens$21.00
Dec 11, 2025Scorecard Specs →
#55
→GPT-5.2
42.0 ptsProprietary weights
Context400K
Speed50 tps
Price / 1M tokens$1.75
Dec 11, 2025Scorecard Specs →
#72
→GPT-5.3 Codex
37.1 ptsProprietary weights
Context400K
Speed18 tps
Price / 1M tokens$1.75
Feb 5, 2026Scorecard Specs →
#74
→GPT-5.1 Thinking
36.9 ptsProprietary weights
Context400K
Speed50 tps
Price / 1M tokens$1.25
Nov 12, 2025Scorecard Specs →
#75
→GPT-5.1 Instant
36.8 ptsProprietary weights
Context128K
Speed50 tps
Price / 1M tokens$1.10
Nov 12, 2025Scorecard Specs →
#76
→GPT-5.1
36.7 ptsProprietary weights
Context400K
Speed270 tps
Price / 1M tokens$1.25
Nov 13, 2025Scorecard Specs →
#85
→GPT-5.1 High
35.7 ptsProprietary weights
Context400K
Speed120 tps
Price / 1M tokens$2.22
Jan 15, 2025Scorecard Specs →
Anthropic
11 modelsProprietary modelsTop: #2 (Claude Opus 5.5)
#2 SILVER
→Claude Opus 5.5
66.8 ptsNEWProprietary weights
Context1M
Speed42 tps
Price / 1M tokens$5.00
Sep 22, 2026Scorecard Specs →
#3 BRONZE
→Claude Fable 5.1
64.2 ptsNEWProprietary weights
Context1M
Speed65 tps
Price / 1M tokens$10.00
Sep 4, 2026Scorecard Specs →
#4
→Claude Fable 5
62.0 ptsProprietary weights
Context1M
Speed110 tps
Price / 1M tokens$10.00
Jun 7, 2026Scorecard Specs →
#6
→Claude Mythos Preview
58.2 ptsUNRELEASEDProprietary weights
Context1M
Speed50 tps
Price / 1M tokens$0.00
Jan 15, 2025Scorecard Specs →
#7
→Claude Opus 5
57.5 ptsProprietary weights
Context1M
Speed68 tps
Price / 1M tokens$5.00
Jul 24, 2026Scorecard Specs →
#19
→Claude Opus 4.8
54.8 ptsProprietary weights
Context1M
Speed57 tps
Price / 1M tokens$5.00
May 28, 2026Scorecard Specs →
#20
→Claude Sonnet 5
54.8 ptsProprietary weights
Context1M
Speed77 tps
Price / 1M tokens$2.00
Jun 29, 2026Scorecard Specs →
#24
→Claude Opus 4.6
54.0 ptsProprietary weights
Context1M
Speed35 tps
Price / 1M tokens$5.00
Feb 4, 2026Scorecard Specs →
#37
→Claude Sonnet 4.6
49.8 ptsProprietary weights
Context1M
Speed82 tps
Price / 1M tokens$3.00
Feb 17, 2026Scorecard Specs →
#48
→Claude Opus 4.7
44.8 ptsProprietary weights
Context1M
Speed125 tps
Price / 1M tokens$5.00
Apr 14, 2026Scorecard Specs →
#67
→Claude Opus 4.5
38.5 ptsProprietary weights
Context200K
Speed50 tps
Price / 1M tokens$5.00
Nov 24, 2025Scorecard Specs →
Meta
4 modelsProprietary modelsTop: #8 (Muse Spark 1.3)
#8
→Muse Spark 1.3
57.4 ptsNEWProprietary weights
Context1M
Speed221 tps
Price / 1M tokens$1.25
Sep 3, 2026Scorecard Specs →
#26
→Muse Spark 1.2
53.5 ptsProprietary weights
Context1M
Speed143 tps
Price / 1M tokens$1.25
Aug 5, 2026Scorecard Specs →
#27
→Muse Spark 1.1
53.2 ptsProprietary weights
Context1M
Speed140 tps
Price / 1M tokens$1.25
Apr 8, 2026Scorecard Specs →
#47
→Muse Spark
45.2 ptsProprietary weights
Context1M
Speed160 tps
Price / 1M tokens$0.10
Jan 15, 2025Scorecard Specs →
Proprietary modelsTop: #10 (Gemini 3.8 Flash)
#10
→Gemini 3.8 Flash
56.8 ptsNEWProprietary weights
Context1M
Speed297 tps
Price / 1M tokens$0.75
Sep 3, 2026Scorecard Specs →
#23
→Gemini 3.7 Flash
54.2 ptsProprietary weights
Context1M
Speed169 tps
Price / 1M tokens$0.75
Aug 13, 2026Scorecard Specs →
#28
→Gemini 3.1 Pro
52.4 ptsProprietary weights
Context1M
Speed151 tps
Price / 1M tokens$1.25
Feb 19, 2026Scorecard Specs →
#40
→Gemini 3.6 Flash
48.5 ptsProprietary weights
Context1M
Speed165 tps
Price / 1M tokens$0.75
Jul 21, 2026Scorecard Specs →
#50
→Gemini 3.5 Flash
43.6 ptsProprietary weights
Context1M
Speed376 tps
Price / 1M tokens$1.50
May 19, 2026Scorecard Specs →
#62
→Gemini 3.5 Flash Cyber
39.5 ptsProprietary weights
Context1M
Speed250 tps
Price / 1M tokens$0.15
Jan 15, 2025Scorecard Specs →
#66
→Gemini 3 Pro
38.7 ptsProprietary weights
Context1M
Speed50 tps
Price / 1M tokens$1.60
Oct 22, 2025Scorecard Specs →
#71
→Gemini 3 Flash
37.1 ptsProprietary weights
Context1M
Speed287 tps
Price / 1M tokens$0.40
Oct 7, 2025Scorecard Specs →
Xiaomi
4 modelsOpen-weight & proprietaryTop: #11 (MiMo-V2.6-Pro)
#11
→MiMo-V2.6-Pro
56.5 ptsNEWProprietary weights
Context1M
Speed55 tps
Price / 1M tokens$0.44
Sep 22, 2026Scorecard Specs →
#29
→MiMo-V2.6-Flash
52.4 ptsNEWOpen weights
Context1M
Speed185 tps
Price / 1M tokensFree/Open Source
Sep 22, 2026Scorecard Specs →
#82
→MiMo-V2-Pro
36.0 ptsProprietary weights
Context1M
Speed50 tps
Price / 1M tokens$0.43
Mar 18, 2026Scorecard Specs →
#83
→MiMo-V2.5
35.9 ptsOpen weights
Context1M
Speed50 tps
Price / 1M tokensFree/Open Source
Apr 22, 2026Scorecard Specs →
Moonshot AI
5 modelsOpen-weight modelsTop: #12 (Kimi K3)
#12
→Kimi K3
56.0 ptsOpen weights
Context1M
Speed52 tps
Price / 1M tokensFree/Open Source
Jul 16, 2026Scorecard Specs →
#30
→Kimi K2.6
52.2 ptsOpen weights
Context262K
Speed165 tps
Price / 1M tokens$0.95
Apr 21, 2026Scorecard Specs →
#60
→Kimi K2.7 Code
39.6 ptsOpen weights
Context262K
Speed50 tps
Price / 1M tokensFree/Open Source
Jun 12, 2026Scorecard Specs →
#63
→Kimi K2.5
39.4 ptsOpen weights
Context256K
Speed50 tps
Price / 1M tokensFree/Open Source
Jan 15, 2025Scorecard Specs →
#78
→Kimi K2-Thinking-0905
36.4 ptsOpen weights
Context128K
Speed50 tps
Price / 1M tokensFree/Open Source
Jan 15, 2025Scorecard Specs →
Qwen / Alibaba
8 modelsOpen-weight & proprietaryTop: #13 (Qwen3.8 Max)
#13
→Qwen3.8 Max
55.8 ptsProprietary weights
Context1M
Speed39 tps
Price / 1M tokens$2.00
Aug 3, 2026Scorecard Specs →
#36
→Qwen3.8-Flash-Next
50.5 ptsNEWOpen weights
Context262K
Speed50 tps
Price / 1M tokensFree/Open Source
Aug 27, 2026Scorecard Specs →
#41
→Qwen3.7 Max
48.4 ptsProprietary weights
Context1M
Speed32 tps
Price / 1M tokens$2.50
May 21, 2026Scorecard Specs →
#45
→Qwen3.8-27B
46.1 ptsNEWOpen weights
Context262K
Speed41 tps
Price / 1M tokensFree/Open Source
Aug 14, 2026Scorecard Specs →
#52
→Qwen3.7-Plus
43.3 ptsProprietary weights
Context1M
Speed50 tps
Price / 1M tokens$0.50
Jun 2, 2026Scorecard Specs →
#59
→Qwen3.6 Plus
39.9 ptsProprietary weights
Context1M
Speed50 tps
Price / 1M tokens$0.50
Apr 2, 2026Scorecard Specs →
#65
→Qwen3.5-397B-A17B
39.2 ptsOpen weights
Context262K
Speed50 tps
Price / 1M tokensFree/Open Source
Feb 15, 2026Scorecard Specs →
#80
→Qwen3.6-27B
36.0 ptsOpen weights
Context262K
Speed38 tps
Price / 1M tokensFree/Open Source
Apr 22, 2026Scorecard Specs →
Zhipu AI
5 modelsOpen-weight modelsTop: #14 (GLM-5.3-Flash)
#14
→GLM-5.3-Flash
55.8 ptsNEWOpen weights
Context1M
Speed61 tps
Price / 1M tokensFree/Open Source
Aug 26, 2026Scorecard Specs →
#16
→GLM-5.3
55.4 ptsNEWOpen weights
Context1M
Speed57 tps
Price / 1M tokens$1.40
Aug 14, 2026Scorecard Specs →
#39
→GLM-5.1
49.8 ptsOpen weights
Context200K
Speed50 tps
Price / 1M tokensFree/Open Source
Apr 7, 2026Scorecard Specs →
#42
→GLM-5.2
48.2 ptsOpen weights
Context1M
Speed126 tps
Price / 1M tokensFree/Open Source
Jun 13, 2026Scorecard Specs →
#69
→GLM-5
37.4 ptsOpen weights
Context205K
Speed50 tps
Price / 1M tokensFree/Open Source
Feb 12, 2026Scorecard Specs →
xAI
3 modelsProprietary modelsTop: #15 (Grok 4.6)
#15
→Grok 4.6
55.6 ptsProprietary weights
Context500K
Speed59 tps
Price / 1M tokens$2.00
Aug 12, 2026Scorecard Specs →
#35
→Grok 4.5
51.2 ptsProprietary weights
Context500K
Speed39 tps
Price / 1M tokens$2.00
Jul 8, 2026Scorecard Specs →
#58
→Grok-4 Heavy
41.0 ptsUNRELEASEDProprietary weights
Context1M
Speed75 tps
Price / 1M tokens$3.00
Jan 15, 2025Scorecard Specs →
Tencent
2 modelsOpen-weight modelsTop: #17 (Hy4 Preview)
DeepSeek
6 modelsOpen-weight modelsTop: #21 (DeepSeek-V4-Pro-0813)
#21
→DeepSeek-V4-Pro-0813
54.4 ptsOpen weights
Context1M
Speed176 tps
Price / 1M tokensFree/Open Source
Aug 12, 2026Scorecard Specs →
#22
→DeepSeek-V4-Pro-Max
54.2 ptsOpen weights
Context1M
Speed50 tps
Price / 1M tokens$1.74
Jan 15, 2025Scorecard Specs →
#32
→DeepSeek-V4-Flash-Max
52.0 ptsOpen weights
Context1M
Speed54 tps
Price / 1M tokens$0.14
Jan 15, 2025Scorecard Specs →
#33
→DeepSeek-V4-Flash-Vision-Exp
51.8 ptsNEWOpen weights
Context1M
Speed50 tps
Price / 1M tokens$0.15
Sep 10, 2026Scorecard Specs →
#44
→DeepSeek-V4-Flash-0731
46.1 ptsOpen weights
Context1M
Speed227 tps
Price / 1M tokensFree/Open Source
Jul 31, 2026Scorecard Specs →
#77
→DeepSeek-V4-Flash-0423
36.6 ptsOpen weights
Context1M
Speed64 tps
Price / 1M tokensFree/Open Source
Apr 24, 2026Scorecard Specs →
ByteDance
3 modelsProprietary modelsTop: #43 (Seed 2.1 Pro)
#43
→Seed 2.1 Pro
47.0 ptsProprietary weights
Context256K
Speed50 tps
Price / 1M tokens$0.89
Jun 23, 2026Scorecard Specs →
#49
→Seed 2.1 Turbo
44.0 ptsProprietary weights
Context256K
Speed50 tps
Price / 1M tokens$0.45
Jun 23, 2026Scorecard Specs →
#61
→Seed 2.0 Pro
39.5 ptsProprietary weights
Context256K
Speed50 tps
Price / 1M tokens$0.47
Feb 14, 2026Scorecard Specs →
Sakana AI
1 modelProprietary modelsTop: #53 (Sakana Namazu)
MiniMax
3 modelsOpen-weight modelsTop: #56 (MiniMax M3)
#56
→MiniMax M3
41.9 ptsOpen weights
Context1M
Speed106 tps
Price / 1M tokensFree/Open Source
Jun 1, 2026Scorecard Specs →
#68
→MiniMax M2.5
37.4 ptsOpen weights
Context205K
Speed112 tps
Price / 1M tokensFree/Open Source
Feb 12, 2026Scorecard Specs →
#79
→MiniMax M2.7
36.1 ptsOpen weights
Context205K
Speed93 tps
Price / 1M tokensFree/Open Source
Mar 18, 2026Scorecard Specs →
Poolside
1 modelOpen-weight modelsTop: #57 (Laguna S 2.1)
Thinking Machines Lab
1 modelOpen-weight modelsTop: #64 (Inkling-Small)
StepFun
1 modelOpen-weight modelsTop: #70 (Step-3.5-Flash)
NVIDIA
1 modelOpen-weight modelsTop: #73 (Nemotron 3 Ultra (550B A55B))
Upstage AI
1 modelProprietary modelsTop: #81 (Solar Pro 4)
Meituan
1 modelOpen-weight modelsTop: #84 (LongCat-Flash-Thinking-2601)
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