DeepSeek · +4 more variants
- Value
- 137
- Quality
- Strong95/ ELO 1463
- Context
- 1.0M
- Price /1M
- $0.04in · $0.08out
Language Models
Pick the right model for your workload. Composite quality scores, honest tradeoffs, and value rankings across 135 models from 17 providers, 75 of them open source.
The verdict
Claude Fable 5 (Thinking) is the highest-quality LLM we track right now at $40/1M weighted tokens.
Best value: DeepSeek V4 (V4 Pro Thinking) scores 95 vs 111 for $0.74/1M instead of $40/1M. Cheapest serious pick: DeepSeek V4 (V4 Flash Thinking) at $0.07/1M.
Pareto Frontier
Best picks before the next price jump.
Use this as the action layer: each row is the strongest quality pick under that weighted token budget.
- < $0.50Quality92n=11$0.07/1M
- < $2Best valueQuality95n=12$0.74/1M
- < $10Gemini 3.7 Flash (3.7)
ProvisionalQuality105n=3$3.00/1M - < $25Claude Opus 5 (Thinking)Quality108n=6$20/1M
Live data
Cost vs. quality, measured
Models on the dashed line are Pareto-optimal: no other model offers better performance for less money. Pick a benchmark to change the lens.
185 models compared50 = baseline, 100 = top 5%, 100+ = frontier; higher coverage yields higher confidence
AnthropicCohereDeepSeekGoogleMetaMicrosoftMiniMaxMistralMoonshotnvidiaOpenAIQwenthinking-machinesxAIZhipu
Quality With Uncertainty
The leaderboard now shows range, not just rank.
Dot is the current estimate. Thick bars show the 80% interval; pale whiskers show the wider 90% interval.
Model
90
98
105
113
120
n
- Tier 1Overlapping 80% ranges share a tier
- 6
- Provisional2
- Claude Fable 5 (Thinking)6
- Claude Opus 5 (Thinking)6
- Gemini 3.7 Flash (3.7)Provisional3
- Provisional3
- GPT-5.6 Sol (Thinking)
Provisional5 - Provisional4
- 11
- 11
- Provisional2
- 10
- 14
- 11
Model family directory
Family rollups are sorted by value first. For exact variant-level API costs, use the pricing calculator.
Gemini 3.7 FlashThinking
- Value
- 126
- Quality
- Elite105/ ELO 1490
- Context
- —
- Price /1M
- $0.75in · $3.75out
- Value
- 104
- Quality
- Capable88/ ELO 1451
- Context
- 262K
- Price /1M
- $0.09in · $0.34out
Moonshot · +10 more variants
- Value
- 102
- Quality
- Strong94/ ELO 1460
- Context
- 262K
- Price /1M
- $0.45in · $2.25out
Claude Opus 5Thinking
Anthropic
- Value
- 102
- Quality
- Elite108/ ELO 1493
- Context
- 1.0M
- Price /1M
- $5in · $25out
GLM-5.3Thinking
Zhipu AI
- Value
- 102
- Quality
- Strong95/ ELO 1483
- Context
- 1.3M
- Price /1M
- $0.91in · $2.86out
GLM-5.3 FlashThinkingOSS
Zhipu AI
- Value
- 101
- Quality
- Capable86/ ELO 1475
- Context
- 1.3M
- Price /1M
- $0.09in · $0.30out
Qwen 3.8Max
Qwen · +4 more variants
- Value
- 100
- Quality
- Elite101/ ELO 1481
- Context
- 262K
- Price /1M
- $0.78in · $3.90out
Qwen · +1 more variants
- Value
- 100
- Quality
- Strong91/ ELO 1417
- Context
- 262K
- Price /1M
- $0.26in · $2.08out
GLM-5.2ThinkingOSS
Zhipu AI
- Value
- 99
- Quality
- Capable90/ ELO 1472
- Context
- 1.0M
- Price /1M
- $0.55in · $1.74out
M3ThinkingOSS
MiniMax
- Value
- 98
- Quality
- Capable86/ ELO 1441
- Context
- 1.0M
- Price /1M
- $0.30in · $1.20out
GPT-5.6 LunaThinking
OpenAI
- Value
- 98
- Quality
- Capable85/ ELO 1452
- Context
- 1.1M
- Price /1M
- $0.20in · $1.20out
Qwen
- Value
- 97
- Quality
- Strong91/ ELO 1442
- Context
- 262K
- Price /1M
- $0.55in · $3.50out
DeepSeek · +13 more variants
- Value
- 97
- Quality
- Capable83/ ELO 1425
- Context
- 164K
- Price /1M
- $0.25in · $0.40out
Qwen 3.6 PlusThinking
Qwen
- Value
- 97
- Quality
- Capable87/ ELO 1443
- Context
- 1.0M
- Price /1M
- $0.33in · $1.95out
Grok 4 FastNon-Thinking
xAI · +1 more variants
- Value
- 96
- Quality
- Capable83/ ELO 1430
- Context
- 2.0M
- Price /1M
- $0.20in · $0.50out
GLM-5.1ThinkingOSS
Zhipu AI
- Value
- 96
- Quality
- Capable89/ ELO 1466
- Context
- 205K
- Price /1M
- $0.97in · $3.04out
GLM-5ThinkingOSS
Zhipu AI
- Value
- 95
- Quality
- Capable86/ ELO 1458
- Context
- 205K
- Price /1M
- $0.60in · $1.92out
- Value
- 95
- Quality
- Capable82/ ELO 1438
- Context
- 262K
- Price /1M
- $0.09in · $0.30out
Qwen · +1 more variants
- Value
- 94
- Quality
- Capable83/ ELO 1408
- Context
- 262K
- Price /1M
- $0.20in · $1.56out
M2.7Thinking
MiniMax
- Value
- 94
- Quality
- Capable82/ ELO 1415
- Context
- 205K
- Price /1M
- $0.26in · $1.02out
GPT-5.6 SolThinking
OpenAI
- Value
- 94
- Quality
- Elite104/ ELO 1483
- Context
- —
- Price /1M
- $4in · $20out
GPT-5.5Thinking
OpenAI · +14 more variants
- Value
- 94
- Quality
- Strong100/ ELO 1482
- Context
- 1.1M
- Price /1M
- $0.25in · $2out
nvidia
- Value
- 94
- Quality
- Capable85/ ELO 1426
- Context
- 262K
- Price /1M
- $0.60in · $2.40out
Qwen
- Value
- 94
- Quality
- Capable84
- Context
- 262K
- Price /1M
- $0.30in · $2out
Qwen · +1 more variants
- Value
- 93
- Quality
- Capable81
- Context
- 262K
- Price /1M
- $0.10in · $0.15out
Qwen 3.8 27BThinkingOSS
Qwen
- Value
- 93
- Quality
- Capable84/ ELO 1437
- Context
- 1.0M
- Price /1M
- $0.21in · $2.55out
Gemini 3 FlashPreview
Google · +1 more variants
- Value
- 93
- Quality
- Capable85/ ELO 1474
- Context
- —
- Price /1M
- $0.50in · $3out
Grok 4.6Thinking
xAI · +10 more variants
- Value
- 92
- Quality
- Strong95/ ELO 1475
- Context
- 2.0M
- Price /1M
- $1.25in · $2.50out
Claude Fable 5Thinking
Anthropic
- Value
- 92
- Quality
- Frontier110
- Context
- 1.0M
- Price /1M
- $10in · $50out
Kimi K3Thinking
Moonshot
- Value
- 92
- Quality
- Strong97/ ELO 1485
- Context
- 1.0M
- Price /1M
- $1.70in · $8.50out
GPT-5 MiniThinking (5.4)
OpenAI · +1 more variants
- Value
- 92
- Quality
- Capable82/ ELO 1448
- Context
- 400K
- Price /1M
- $0.25in · $2out
Gemini 3.1 ProThinking
Google · +1 more variants
- Value
- 91
- Quality
- Strong98/ ELO 1487
- Context
- 1.0M
- Price /1M
- $2in · $12out
Gemini 3.5 FlashThinking
- Value
- 91
- Quality
- Strong96/ ELO 1478
- Context
- 1.0M
- Price /1M
- $1.50in · $9out
Gemini 3.6 FlashThinking
- Value
- 91
- Quality
- Strong90/ ELO 1480
- Context
- —
- Price /1M
- $0.75in · $3.75out
Qwen
- Value
- 91
- Quality
- Capable79
- Context
- 262K
- Price /1M
- $0.10in · $0.90out
Claude Opus 4.8Thinking
Anthropic · +11 more variants
- Value
- 90
- Quality
- Elite102/ ELO 1505
- Context
- 1.0M
- Price /1M
- $5in · $25out
Qwen
- Value
- 89
- Quality
- Capable79
- Context
- 262K
- Price /1M
- $0.15in · $1.20out
Qwen · +1 more variants
- Value
- 89
- Quality
- Capable79/ ELO 1395
- Context
- 262K
- Price /1M
- $0.16in · $1.30out
Qwen · +3 more variants
- Value
- 88
- Quality
- Capable79/ ELO 1382
- Context
- 262K
- Price /1M
- $0.05in · $0.19out
Qwen · +1 more variants
- Value
- 88
- Quality
- Capable77
- Context
- 131K
- Price /1M
- $0.12in · $0.24out
Gemini 3.5 Flash LiteThinking
- Value
- 87
- Quality
- Capable78/ ELO 1456
- Context
- —
- Price /1M
- $0.30in · $2.50out
GLM-4.7ThinkingOSS
Zhipu AI
- Value
- 87
- Quality
- Capable78/ ELO 1442
- Context
- 205K
- Price /1M
- $0.06in · $0.40out
Claude Sonnet 5Thinking
Anthropic
- Value
- 86
- Quality
- Strong91/ ELO 1461
- Context
- 1.0M
- Price /1M
- $2in · $10out
GPT-5.6 TerraThinking
OpenAI
- Value
- 86
- Quality
- Strong91/ ELO 1466
- Context
- —
- Price /1M
- $2in · $12out
Microsoft Phi-4Non-ThinkingOSS
Microsoft
- Value
- 85
- Quality
- Capable75/ ELO 1256
- Context
- 16K
- Price /1M
- $0.07in · $0.14out
DeepSeek · +1 more variants
- Value
- 85
- Quality
- Capable76/ ELO 1421
- Context
- 164K
- Price /1M
- $0.50in · $2.15out
GPT-5 NanoThinking (5.4)
OpenAI · +2 more variants
- Value
- 85
- Quality
- Capable75/ ELO 1402
- Context
- 400K
- Price /1M
- $0.05in · $0.40out
Claude Sonnet 4.6Thinking
Anthropic · +4 more variants
- Value
- 84
- Quality
- Strong91/ ELO 1473
- Context
- 1.0M
- Price /1M
- $3in · $15out
Qwen · +1 more variants
- Value
- 83
- Quality
- Capable74
- Context
- 131K
- Price /1M
- $0.12in · $0.46out
InklingThinkingOSS
thinking-machines
- Value
- 83
- Quality
- Capable82/ ELO 1440
- Context
- 1.0M
- Price /1M
- $1in · $4.05out
Mistral AI
- Value
- 83
- Quality
- Capable86/ ELO 1426
- Context
- 262K
- Price /1M
- $1.50in · $7.50out
Gemini 3.1 Flash LiteLatest
- Value
- 82
- Quality
- Capable74/ ELO 1432
- Context
- —
- Price /1M
- $0.25in · $1.50out
Grok 3Mini
xAI
- Value
- 81
- Quality
- Capable72
- Context
- 131K
- Price /1M
- $0.30in · $0.50out
Qwen · +5 more variants
- Value
- 81
- Quality
- Capable73/ ELO 1423
- Context
- 262K
- Price /1M
- $0.09in · $0.35out
GPT-5 CodexNon-thinking
OpenAI
- Value
- 81
- Quality
- Capable81
- Context
- 400K
- Price /1M
- $0.63in · $5out
OpenAI · +1 more variants
- Value
- 81
- Quality
- Capable72/ ELO 1317
- Context
- 131K
- Price /1M
- $0.15in · $0.60out
Qwen · +1 more variants
- Value
- 80
- Quality
- Capable72/ ELO 1347
- Context
- 131K
- Price /1M
- $0.08in · $0.28out
OpenAI · +1 more variants
- Value
- 79
- Quality
- Capable71/ ELO 1352
- Context
- 131K
- Price /1M
- $0.03in · $0.13out
QwQ 32BThinkingOSS
Qwen
- Value
- 79
- Quality
- Capable71/ ELO 1336
- Context
- 33K
- Price /1M
- $0.20in · $0.20out
o3Thinking
OpenAI · +1 more variants
- Value
- 78
- Quality
- Capable81/ ELO 1432
- Context
- 200K
- Price /1M
- $2in · $8out
M1Reasoning
MiniMax
- Value
- 75
- Quality
- Capable70/ ELO 1364
- Context
- 1.0M
- Price /1M
- $0.40in · $2.20out
Gemini 2.5 FlashThinking
Google · +2 more variants
- Value
- 75
- Quality
- Capable69/ ELO 1410
- Context
- 1.0M
- Price /1M
- $0.30in · $2.50out
nvidia
- Value
- 75
- Quality
- Capable68/ ELO 1361
- Context
- 262K
- Price /1M
- $0.08in · $0.45out
Gemini 2.5Pro
- Value
- 74
- Quality
- Capable78/ ELO 1445
- Context
- —
- Price /1M
- $1.25in · $10out
Magistral SmallThinking
Mistral AI
- Value
- 74
- Quality
- Capable69
- Context
- 40K
- Price /1M
- $0.50in · $1.50out
Claude Haiku 4.5Non-thinking
Anthropic · +1 more variants
- Value
- 74
- Quality
- Capable73/ ELO 1415
- Context
- 200K
- Price /1M
- $1in · $5out
GLM-4.5 AirThinking
Zhipu AI
- Value
- 74
- Quality
- Capable67/ ELO 1373
- Context
- 131K
- Price /1M
- $0.13in · $0.85out
Preview 09Thinking
Google · +4 more variants
- Value
- 73
- Quality
- Capable67/ ELO 1380
- Context
- —
- Price /1M
- $0.10in · $0.40out
o4Mini
OpenAI
- Value
- 70
- Quality
- Capable76/ ELO 1391
- Context
- —
- Price /1M
- $4in · $16out
Grok 3Thinking
xAI
- Value
- 68
- Quality
- Capable74/ ELO 1412
- Context
- 131K
- Price /1M
- $3in · $15out
o3Mini
OpenAI
- Value
- 67
- Quality
- Capable67/ ELO 1363
- Context
- 200K
- Price /1M
- $1.10in · $4.40out
Large 3OSS
Mistral AI · +4 more variants
- Value
- 67
- Quality
- Capable63/ ELO 1413
- Context
- 262K
- Price /1M
- $0.25in · $0.75out
Magistral MediumThinking
Mistral AI
- Value
- 67
- Quality
- Capable67/ ELO 1305
- Context
- 41K
- Price /1M
- $2in · $5out
Qwen
- Value
- 67
- Quality
- Capable63/ ELO 1388
- Context
- 262K
- Price /1M
- $0.30in · $1out
Gemini 2.0 Flash-LiteNon-thinking
- Value
- 66
- Quality
- Capable62/ ELO 1353
- Context
- 1.0M
- Price /1M
- $0.07in · $0.30out
Phi-4 MiniNon-ThinkingOSS
Microsoft
- Value
- 66
- Quality
- Capable62
- Context
- 128K
- Price /1M
- $0.08in · $0.35out
Google · +2 more variants
- Value
- 66
- Quality
- Capable62/ ELO 1360
- Context
- 1.0M
- Price /1M
- $0.10in · $0.40out
Anthropic · +4 more variants
- Value
- 65
- Quality
- Capable71/ ELO 1388
- Context
- 200K
- Price /1M
- $3in · $15out
GPT-4.1Non-thinking
OpenAI
- Value
- 62
- Quality
- Capable64/ ELO 1414
- Context
- 1.0M
- Price /1M
- $2in · $8out
Meta · +1 more variants
- Value
- 62
- Quality
- Capable59/ ELO 1327
- Context
- 1.0M
- Price /1M
- $0.19in · $0.65out
Meta
- Value
- 62
- Quality
- Capable59/ ELO 1321
- Context
- 1.3M
- Price /1M
- $0.10in · $0.30out
Small 2506OSS
Mistral AI · +3 more variants
- Value
- 62
- Quality
- Capable59/ ELO 1357
- Context
- 256K
- Price /1M
- $0.05in · $0.08out
GPT-4.1 MiniNon-thinking
OpenAI
- Value
- 60
- Quality
- Capable59/ ELO 1383
- Context
- 1.0M
- Price /1M
- $0.40in · $1.60out
- Value
- 60
- Quality
- Capable58/ ELO 1365
- Context
- 131K
- Price /1M
- $0.08in · $0.45out
- Value
- 60
- Quality
- Capable58/ ELO 1342
- Context
- 131K
- Price /1M
- $0.05in · $0.15out
Meta · +2 more variants
- Value
- 59
- Quality
- Capable57/ ELO 1318
- Context
- 131K
- Price /1M
- $0.10in · $0.32out
o1Thinking
OpenAI · +2 more variants
- Value
- 56
- Quality
- Capable72/ ELO 1402
- Context
- 200K
- Price /1M
- $15in · $60out
o1 MiniThinking
OpenAI
- Value
- 55
- Quality
- Capable59/ ELO 1337
- Context
- 128K
- Price /1M
- $1.10in · $4.40out
Mistral AI · +2 more variants
- Value
- 54
- Quality
- Capable55/ ELO 1409
- Context
- 131K
- Price /1M
- $0.20in · $1out
Claude 3.5 HaikuNon-thinking
Anthropic
- Value
- 53
- Quality
- Capable58/ ELO 1324
- Context
- 200K
- Price /1M
- $1in · $5out
Meta · +2 more variants
- Value
- 51
- Quality
- Capable57/ ELO 1335
- Context
- 131K
- Price /1M
- $4in · $4out
Command ANon-thinking
Cohere
- Value
- 51
- Quality
- Capable56/ ELO 1354
- Context
- 256K
- Price /1M
- $2.50in · $10out
GPT-4.1 NanoNon-thinking
OpenAI
- Value
- 50
- Quality
- Capable51/ ELO 1322
- Context
- 1.0M
- Price /1M
- $0.10in · $0.40out
- Value
- 49
- Quality
- Capable50/ ELO 1317
- Context
- 33K
- Price /1M
- $0.06in · $0.12out
- Value
- 48
- Quality
- Capable50/ ELO 1303
- Context
- 131K
- Price /1M
- $0.05in · $0.10out
GPT-4o MiniNon-thinking
OpenAI
- Value
- 48
- Quality
- Capable50/ ELO 1318
- Context
- 128K
- Price /1M
- $0.07in · $0.30out
GPT-4oNon-thinking
OpenAI
- Value
- 47
- Quality
- Capable54/ ELO 1443
- Context
- 128K
- Price /1M
- $1.25in · $5out
Meta · +1 more variants
- Value
- 41
- Quality
- Capable45/ ELO 1223
- Context
- 131K
- Price /1M
- $0.05in · $0.08out
Command RNon-thinking
Cohere
- Value
- 34
- Quality
- Capable41/ ELO 1250
- Context
- 128K
- Price /1M
- $0.50in · $1.50out
Spark 1.2Thinking
Meta · +2 more variants
- Value
- No pricing yet
- Quality
- ELO 1500
- Context
- —
- Price /1M
- No pricing yet
Qwen 3.7 PlusThinking
Qwen
- Value
- —
- Quality
- ELO 1456
- Context
- 1.0M
- Price /1M
- $0.32in · $1.28out
GPT-4.5Non-thinking
OpenAI
- Value
- No pricing yet
- Quality
- ELO 1445
- Context
- —
- Price /1M
- No pricing yet
Qwen
- Value
- —
- Quality
- ELO 1397
- Context
- 1.0M
- Price /1M
- $0.07in · $0.26out
Mythos 5Thinking
Anthropic · +1 more variants
- Value
- No pricing yet
- Quality
- No score yet
- Context
- —
- Price /1M
- No pricing yet
Recently added; benchmarks and pricing not yet available.
Gemini 2.0 ProNon-thinking
- Value
- No pricing yet
- Quality
- No score yet
- Context
- —
- Price /1M
- No pricing yet
Recently added; benchmarks and pricing not yet available.
- Value
- No pricing yet
- Quality
- No score yet
- Context
- —
- Price /1M
- No pricing yet
Recently added; benchmarks and pricing not yet available.
- Value
- —
- Quality
- No score yet
- Context
- 8K
- Price /1M
- <$0.01in · <$0.01out
- Value
- No pricing yet
- Quality
- No score yet
- Context
- —
- Price /1M
- No pricing yet
Recently added; benchmarks and pricing not yet available.
- Value
- No pricing yet
- Quality
- No score yet
- Context
- —
- Price /1M
- No pricing yet
Recently added; benchmarks and pricing not yet available.
- Value
- No pricing yet
- Quality
- No score yet
- Context
- —
- Price /1M
- No pricing yet
Recently added; benchmarks and pricing not yet available.
Grok Build0.1
xAI
- Value
- —
- Quality
- No score yet
- Context
- 256K
- Price /1M
- $1in · $2out
Grok Code FastNon-thinking
xAI
- Value
- —
- Quality
- No score yet
- Context
- 256K
- Price /1M
- $0.20in · $1.50out
O
InternVL3.5 8BThinkingOSS
opengvlab
- Value
- No pricing yet
- Quality
- No score yet
- Context
- —
- Price /1M
- No pricing yet
Recently added; benchmarks and pricing not yet available.
Moonshot · +1 more variants
- Value
- No pricing yet
- Quality
- No score yet
- Context
- —
- Price /1M
- No pricing yet
Recently added; benchmarks and pricing not yet available.
nvidia · +1 more variants
- Value
- —
- Quality
- No score yet
- Context
- 256K
- Price /1M
- <$0.01in · <$0.01out
T
Penguin-VL 8BThinkingOSS
tencent
- Value
- No pricing yet
- Quality
- No score yet
- Context
- —
- Price /1M
- No pricing yet
Recently added; benchmarks and pricing not yet available.
Phi-4 Mini FlashNon-ThinkingOSS
Microsoft
- Value
- No pricing yet
- Quality
- No score yet
- Context
- 128K
- Price /1M
- No pricing yet
Recently added; benchmarks and pricing not yet available.
Phi-4 Multimodal InstructNon-ThinkingOSS
Microsoft
- Value
- No pricing yet
- Quality
- No score yet
- Context
- —
- Price /1M
- No pricing yet
Recently added; benchmarks and pricing not yet available.
Phi-4 Reasoning Vision 15BThinkingOSS
Microsoft
- Value
- No pricing yet
- Quality
- No score yet
- Context
- —
- Price /1M
- No pricing yet
Recently added; benchmarks and pricing not yet available.
Qwen · +1 more variants
- Value
- No pricing yet
- Quality
- No score yet
- Context
- —
- Price /1M
- No pricing yet
Recently added; benchmarks and pricing not yet available.
Qwen · +1 more variants
- Value
- No pricing yet
- Quality
- No score yet
- Context
- —
- Price /1M
- No pricing yet
Recently added; benchmarks and pricing not yet available.
Qwen · +1 more variants
- Value
- No pricing yet
- Quality
- No score yet
- Context
- —
- Price /1M
- No pricing yet
Recently added; benchmarks and pricing not yet available.
Qwen
- Value
- —
- Quality
- No score yet
- Context
- 1.0M
- Price /1M
- $0.19in · $1.13out
Qwen 3.8 2.4T A95BThinkingOSS
Qwen
- Value
- —
- Quality
- No score yet
- Context
- 1.0M
- Price /1M
- $2in · $6out
Qwen 3.8 Flash NextThinkingOSS
Qwen
- Value
- No pricing yet
- Quality
- No score yet
- Context
- —
- Price /1M
- No pricing yet
Recently added; benchmarks and pricing not yet available.
Qwen
- Value
- —
- Quality
- No score yet
- Context
- 131K
- Price /1M
- $0.40in · $4out
Qwen
- Value
- No pricing yet
- Quality
- No score yet
- Context
- —
- Price /1M
- No pricing yet
Recently added; benchmarks and pricing not yet available.
Qwen
- Value
- —
- Quality
- No score yet
- Context
- 262K
- Price /1M
- $0.20in · $2.40out
Qwen · +1 more variants
- Value
- —
- Quality
- No score yet
- Context
- 131K
- Price /1M
- $0.10in · $0.42out
Qwen
- Value
- No pricing yet
- Quality
- No score yet
- Context
- —
- Price /1M
- No pricing yet
Recently added; benchmarks and pricing not yet available.
Qwen · +1 more variants
- Value
- —
- Quality
- No score yet
- Context
- 262K
- Price /1M
- $0.12in · $0.46out
Qwen · +1 more variants
- Value
- No pricing yet
- Quality
- No score yet
- Context
- —
- Price /1M
- No pricing yet
Recently added; benchmarks and pricing not yet available.
Qwen · +1 more variants
- Value
- No pricing yet
- Quality
- No score yet
- Context
- —
- Price /1M
- No pricing yet
Recently added; benchmarks and pricing not yet available.
Qwen · +1 more variants
- Value
- —
- Quality
- No score yet
- Context
- 41K
- Price /1M
- <$0.01in · <$0.01out
| Model | Value | Quality | Context | Input /1M | Output /1M | Actions |
|---|---|---|---|---|---|---|
DeepSeek+ 4 more variants | 137 value | Strong 95/ ELO 1463 | 1.0M | $0.04 | $0.08 | |
Gemini 3.7 FlashThinking Google | 126 value | Elite 105/ ELO 1490 | — | $0.75 | $3.75 | |
Google | 104 value | Capable 88/ ELO 1451 | 262K | $0.09 | $0.34 | |
Moonshot+ 10 more variants | 102 value | Strong 94/ ELO 1460 | 262K | $0.45 | $2.25 | |
Claude Opus 5Thinking Anthropic | 102 value | Elite 108/ ELO 1493 | 1.0M | $5 | $25 | |
GLM-5.3Thinking Zhipu AI | 102 value | Strong 95/ ELO 1483 | 1.3M | $0.91 | $2.86 | |
GLM-5.3 FlashThinkingOSS Zhipu AI | 101 value | Capable 86/ ELO 1475 | 1.3M | $0.09 | $0.30 | |
Qwen 3.8Max | 100 value | Elite 101/ ELO 1481 | 262K | $0.78 | $3.90 | |
| 100 value | Strong 91/ ELO 1417 | 262K | $0.26 | $2.08 | |
GLM-5.2ThinkingOSS Zhipu AI | 99 value | Capable 90/ ELO 1472 | 1.0M | $0.55 | $1.74 | |
M3ThinkingOSS MiniMax | 98 value | Capable 86/ ELO 1441 | 1.0M | $0.30 | $1.20 | |
GPT-5.6 LunaThinking OpenAI | 98 value | Capable 85/ ELO 1452 | 1.1M | $0.20 | $1.20 | |
Qwen | 97 value | Strong 91/ ELO 1442 | 262K | $0.55 | $3.50 | |
DeepSeek+ 13 more variants | 97 value | Capable 83/ ELO 1425 | 164K | $0.25 | $0.40 | |
Qwen 3.6 PlusThinking Qwen | 97 value | Capable 87/ ELO 1443 | 1.0M | $0.33 | $1.95 | |
Grok 4 FastNon-Thinking | 96 value | Capable 83/ ELO 1430 | 2.0M | $0.20 | $0.50 | |
GLM-5.1ThinkingOSS Zhipu AI | 96 value | Capable 89/ ELO 1466 | 205K | $0.97 | $3.04 | |
GLM-5ThinkingOSS Zhipu AI | 95 value | Capable 86/ ELO 1458 | 205K | $0.60 | $1.92 | |
Google | 95 value | Capable 82/ ELO 1438 | 262K | $0.09 | $0.30 | |
| 94 value | Capable 83/ ELO 1408 | 262K | $0.20 | $1.56 | |
M2.7Thinking MiniMax | 94 value | Capable 82/ ELO 1415 | 205K | $0.26 | $1.02 | |
GPT-5.6 SolThinking OpenAI | 94 value | Elite 104/ ELO 1483 | — | $4 | $20 | |
GPT-5.5Thinking OpenAI+ 14 more variants | 94 value | Strong 100/ ELO 1482 | 1.1M | $0.25 | $2 | |
nvidia | 94 value | Capable 85/ ELO 1426 | 262K | $0.60 | $2.40 | |
Qwen | 94 value | Capable 84 | 262K | $0.30 | $2 | |
| 93 value | Capable 81 | 262K | $0.10 | $0.15 | |
Qwen 3.8 27BThinkingOSS Qwen | 93 value | Capable 84/ ELO 1437 | 1.0M | $0.21 | $2.55 | |
Gemini 3 FlashPreview Google+ 1 more variants | 93 value | Capable 85/ ELO 1474 | — | $0.50 | $3 | |
Grok 4.6Thinking | 92 value | Strong 95/ ELO 1475 | 2.0M | $1.25 | $2.50 | |
Claude Fable 5Thinking Anthropic | 92 value | Frontier 110 | 1.0M | $10 | $50 | |
Kimi K3Thinking Moonshot | 92 value | Strong 97/ ELO 1485 | 1.0M | $1.70 | $8.50 | |
GPT-5 MiniThinking (5.4) OpenAI+ 1 more variants | 92 value | Capable 82/ ELO 1448 | 400K | $0.25 | $2 | |
Gemini 3.1 ProThinking Google+ 1 more variants | 91 value | Strong 98/ ELO 1487 | 1.0M | $2 | $12 | |
Gemini 3.5 FlashThinking Google | 91 value | Strong 96/ ELO 1478 | 1.0M | $1.50 | $9 | |
Gemini 3.6 FlashThinking Google | 91 value | Strong 90/ ELO 1480 | — | $0.75 | $3.75 | |
Qwen | 91 value | Capable 79 | 262K | $0.10 | $0.90 | |
Claude Opus 4.8Thinking Anthropic+ 11 more variants | 90 value | Elite 102/ ELO 1505 | 1.0M | $5 | $25 | |
Qwen | 89 value | Capable 79 | 262K | $0.15 | $1.20 | |
| 89 value | Capable 79/ ELO 1395 | 262K | $0.16 | $1.30 | |
| 88 value | Capable 79/ ELO 1382 | 262K | $0.05 | $0.19 | |
| 88 value | Capable 77 | 131K | $0.12 | $0.24 | |
Gemini 3.5 Flash LiteThinking Google | 87 value | Capable 78/ ELO 1456 | — | $0.30 | $2.50 | |
GLM-4.7ThinkingOSS Zhipu AI | 87 value | Capable 78/ ELO 1442 | 205K | $0.06 | $0.40 | |
Claude Sonnet 5Thinking Anthropic | 86 value | Strong 91/ ELO 1461 | 1.0M | $2 | $10 | |
GPT-5.6 TerraThinking OpenAI | 86 value | Strong 91/ ELO 1466 | — | $2 | $12 | |
Microsoft Phi-4Non-ThinkingOSS Microsoft | 85 value | Capable 75/ ELO 1256 | 16K | $0.07 | $0.14 | |
DeepSeek+ 1 more variants | 85 value | Capable 76/ ELO 1421 | 164K | $0.50 | $2.15 | |
GPT-5 NanoThinking (5.4) OpenAI+ 2 more variants | 85 value | Capable 75/ ELO 1402 | 400K | $0.05 | $0.40 | |
Claude Sonnet 4.6Thinking Anthropic+ 4 more variants | 84 value | Strong 91/ ELO 1473 | 1.0M | $3 | $15 | |
| 83 value | Capable 74 | 131K | $0.12 | $0.46 | |
InklingThinkingOSS thinking-machines | 83 value | Capable 82/ ELO 1440 | 1.0M | $1 | $4.05 | |
Mistral AI | 83 value | Capable 86/ ELO 1426 | 262K | $1.50 | $7.50 | |
Gemini 3.1 Flash LiteLatest Google | 82 value | Capable 74/ ELO 1432 | — | $0.25 | $1.50 | |
Grok 3Mini xAI | 81 value | Capable 72 | 131K | $0.30 | $0.50 | |
| 81 value | Capable 73/ ELO 1423 | 262K | $0.09 | $0.35 | |
GPT-5 CodexNon-thinking OpenAI | 81 value | Capable 81 | 400K | $0.63 | $5 | |
OpenAI+ 1 more variants | 81 value | Capable 72/ ELO 1317 | 131K | $0.15 | $0.60 | |
| 80 value | Capable 72/ ELO 1347 | 131K | $0.08 | $0.28 | |
OpenAI+ 1 more variants | 79 value | Capable 71/ ELO 1352 | 131K | $0.03 | $0.13 | |
QwQ 32BThinkingOSS Qwen | 79 value | Capable 71/ ELO 1336 | 33K | $0.20 | $0.20 | |
o3Thinking OpenAI+ 1 more variants | 78 value | Capable 81/ ELO 1432 | 200K | $2 | $8 | |
M1Reasoning MiniMax | 75 value | Capable 70/ ELO 1364 | 1.0M | $0.40 | $2.20 | |
Gemini 2.5 FlashThinking Google+ 2 more variants | 75 value | Capable 69/ ELO 1410 | 1.0M | $0.30 | $2.50 | |
nvidia | 75 value | Capable 68/ ELO 1361 | 262K | $0.08 | $0.45 | |
Gemini 2.5Pro Google | 74 value | Capable 78/ ELO 1445 | — | $1.25 | $10 | |
Magistral SmallThinking Mistral AI | 74 value | Capable 69 | 40K | $0.50 | $1.50 | |
Claude Haiku 4.5Non-thinking Anthropic+ 1 more variants | 74 value | Capable 73/ ELO 1415 | 200K | $1 | $5 | |
GLM-4.5 AirThinking Zhipu AI | 74 value | Capable 67/ ELO 1373 | 131K | $0.13 | $0.85 | |
Preview 09Thinking Google+ 4 more variants | 73 value | Capable 67/ ELO 1380 | — | $0.10 | $0.40 | |
o4Mini OpenAI | 70 value | Capable 76/ ELO 1391 | — | $4 | $16 | |
Grok 3Thinking xAI | 68 value | Capable 74/ ELO 1412 | 131K | $3 | $15 | |
o3Mini OpenAI | 67 value | Capable 67/ ELO 1363 | 200K | $1.10 | $4.40 | |
Large 3OSS Mistral AI+ 4 more variants | 67 value | Capable 63/ ELO 1413 | 262K | $0.25 | $0.75 | |
Magistral MediumThinking Mistral AI | 67 value | Capable 67/ ELO 1305 | 41K | $2 | $5 | |
Qwen | 67 value | Capable 63/ ELO 1388 | 262K | $0.30 | $1 | |
Gemini 2.0 Flash-LiteNon-thinking Google | 66 value | Capable 62/ ELO 1353 | 1.0M | $0.07 | $0.30 | |
Phi-4 MiniNon-ThinkingOSS Microsoft | 66 value | Capable 62 | 128K | $0.08 | $0.35 | |
66 value | Capable 62/ ELO 1360 | 1.0M | $0.10 | $0.40 | ||
Anthropic+ 4 more variants | 65 value | Capable 71/ ELO 1388 | 200K | $3 | $15 | |
GPT-4.1Non-thinking OpenAI | 62 value | Capable 64/ ELO 1414 | 1.0M | $2 | $8 | |
| 62 value | Capable 59/ ELO 1327 | 1.0M | $0.19 | $0.65 | |
Meta | 62 value | Capable 59/ ELO 1321 | 1.3M | $0.10 | $0.30 | |
Small 2506OSS Mistral AI+ 3 more variants | 62 value | Capable 59/ ELO 1357 | 256K | $0.05 | $0.08 | |
GPT-4.1 MiniNon-thinking OpenAI | 60 value | Capable 59/ ELO 1383 | 1.0M | $0.40 | $1.60 | |
Google | 60 value | Capable 58/ ELO 1365 | 131K | $0.08 | $0.45 | |
Google | 60 value | Capable 58/ ELO 1342 | 131K | $0.05 | $0.15 | |
| 59 value | Capable 57/ ELO 1318 | 131K | $0.10 | $0.32 | |
o1Thinking OpenAI+ 2 more variants | 56 value | Capable 72/ ELO 1402 | 200K | $15 | $60 | |
o1 MiniThinking OpenAI | 55 value | Capable 59/ ELO 1337 | 128K | $1.10 | $4.40 | |
Mistral AI+ 2 more variants | 54 value | Capable 55/ ELO 1409 | 131K | $0.20 | $1 | |
Claude 3.5 HaikuNon-thinking Anthropic | 53 value | Capable 58/ ELO 1324 | 200K | $1 | $5 | |
| 51 value | Capable 57/ ELO 1335 | 131K | $4 | $4 | |
Command ANon-thinking Cohere | 51 value | Capable 56/ ELO 1354 | 256K | $2.50 | $10 | |
GPT-4.1 NanoNon-thinking OpenAI | 50 value | Capable 51/ ELO 1322 | 1.0M | $0.10 | $0.40 | |
Google | 49 value | Capable 50/ ELO 1317 | 33K | $0.06 | $0.12 | |
Google | 48 value | Capable 50/ ELO 1303 | 131K | $0.05 | $0.10 | |
GPT-4o MiniNon-thinking OpenAI | 48 value | Capable 50/ ELO 1318 | 128K | $0.07 | $0.30 | |
GPT-4oNon-thinking OpenAI | 47 value | Capable 54/ ELO 1443 | 128K | $1.25 | $5 | |
| 41 value | Capable 45/ ELO 1223 | 131K | $0.05 | $0.08 | |
Command RNon-thinking Cohere | 34 value | Capable 41/ ELO 1250 | 128K | $0.50 | $1.50 | |
Spark 1.2Thinking | — | 1500 ELO | — | — | — | |
Qwen 3.7 PlusThinking Qwen | — | 1456 ELO | 1.0M | $0.32 | $1.28 | |
GPT-4.5Non-thinking OpenAI | — | 1445 ELO | — | — | — | |
Qwen | — | 1397 ELO | 1.0M | $0.07 | $0.26 | |
Mythos 5Thinking Anthropic+ 1 more variants | — | — | — | — | — | |
Gemini 2.0 ProNon-thinking Google | — | — | — | — | — | |
Google | — | — | — | — | — | |
Google | — | — | 8K | <$0.01 | <$0.01 | |
Google | — | — | — | — | — | |
Google | — | — | — | — | — | |
Google | — | — | — | — | — | |
Grok Build0.1 xAI | — | — | 256K | $1 | $2 | |
Grok Code FastNon-thinking xAI | — | — | 256K | $0.20 | $1.50 | |
O InternVL3.5 8BThinkingOSS opengvlab | — | — | — | — | — | |
Moonshot+ 1 more variants | — | — | — | — | — | |
nvidia+ 1 more variants | — | — | 256K | <$0.01 | <$0.01 | |
T Penguin-VL 8BThinkingOSS tencent | — | — | — | — | — | |
Phi-4 Mini FlashNon-ThinkingOSS Microsoft | — | — | 128K | — | — | |
Phi-4 Multimodal InstructNon-ThinkingOSS Microsoft | — | — | — | — | — | |
Phi-4 Reasoning Vision 15BThinkingOSS Microsoft | — | — | — | — | — | |
| — | — | — | — | — | |
| — | — | — | — | — | |
| — | — | — | — | — | |
Qwen | — | — | 1.0M | $0.19 | $1.13 | |
Qwen 3.8 2.4T A95BThinkingOSS Qwen | — | — | 1.0M | $2 | $6 | |
Qwen 3.8 Flash NextThinkingOSS Qwen | — | — | — | — | — | |
Qwen | — | — | 131K | $0.40 | $4 | |
Qwen | — | — | — | — | — | |
Qwen | — | — | 262K | $0.20 | $2.40 | |
| — | — | 131K | $0.10 | $0.42 | |
Qwen | — | — | — | — | — | |
| — | — | 262K | $0.12 | $0.46 | |
| — | — | — | — | — | |
| — | — | — | — | — | |
| — | — | 41K | <$0.01 | <$0.01 |
Get the Newsletter
Practical notes on model choice, API costs, self-hosting, and when lighter systems are good enough. Occasional, not a daily digest.