conifer · models
Every model Conifer serves.
Fig. 01·the frontier
Price against quality
Blended price per million tokens against measured score. Higher and further left is better.
| Model | Lab | Intelligence | Price per million tokens | Price frontier | On Conifer |
|---|---|---|---|---|---|
| Claude Fable 5 | Anthropic | 49.6 | $20 | no | yes |
| Claude Fable 5.1 (max) | Anthropic | 53.4 | $20 | no | yes |
| Claude 4.5 Haiku (Non-reasoning) | Anthropic | 15.4 | $2 | no | yes |
| Claude Haiku 5.5 (max) | Anthropic | 43.4 | $0.20 | yes | yes |
| Claude Opus 4.5 (Non-reasoning) | Anthropic | 23.7 | $10 | no | yes |
| Claude Opus 4.8 (max) | Anthropic | 41.8 | $10 | no | yes |
| Claude Opus 4.6 (Non-reasoning, high) | Anthropic | 26.4 | $10 | no | yes |
| Claude Opus 4.7 (max) | Anthropic | 40.7 | $10 | no | yes |
| Claude Opus 5 (max) | Anthropic | 50.8 | $10 | no | yes |
| Claude Opus 5.5 (max) | Anthropic | 57.6 | $8 | yes | yes |
| Claude 4.5 Sonnet | Anthropic | 20.7 | $6 | no | yes |
| Claude Sonnet 4.6 (Non-reasoning, high) | Anthropic | 24.7 | $6 | no | yes |
| Claude Sonnet 5 (max) | Anthropic | 38.2 | $4 | no | yes |
| Claude Sonnet 5.5 (max) | Anthropic | 56 | $4 | yes | yes |
| Command A | Cohere | 7 | $4.4 | no | yes |
| DeepSeek R1 0528 | DeepSeek | 13.1 | $1.8 | no | yes |
| DeepSeek R1 Distill Llama 70B | DeepSeek | 7.9 | $0.80 | no | yes |
| DeepSeek V3.1 (Non-reasoning) | DeepSeek | 13.7 | $0.84 | no | yes |
| DeepSeek V3.1 Terminus | DeepSeek | 14.8 | $1.9 | no | yes |
| DeepSeek V3.2 | DeepSeek | 21.5 | $0.32 | no | yes |
| DeepSeek V4 Flash 0731 (max) | DeepSeek | 34.3 | $0.66 | no | yes |
| DeepSeek V4 Flash Vision (max) | DeepSeek | 34.8 | $0.66 | no | yes |
| DeepSeek V4 Pro 0813 (max) | DeepSeek | 36 | $2.0 | no | yes |
| DeepSeek V4.1 Flash (max) | DeepSeek | 39.5 | $0.53 | no | yes |
| Gemini 2.5 Flash | 13.1 | $0.85 | no | yes | |
| Gemini 2.5 Flash-Lite (Non-reasoning) | 6.7 | $0.17 | no | yes | |
| Gemini 2.5 Pro | 16.1 | $3.4 | no | yes | |
| Gemini 3 Flash (Non-reasoning) | 17.9 | $1.1 | no | yes | |
| Gemini 3.1 Flash-Lite | 15.6 | $0.56 | no | yes | |
| Gemini 3.1 Pro Preview | 29.7 | $4.5 | no | yes | |
| Gemini 3.5 Flash (high) | 32.6 | $3.4 | no | yes | |
| Gemini 3.5 Flash-Lite | 22.2 | $0.85 | no | yes | |
| Gemini 3.6 Flash (high) | 34 | $1.5 | no | yes | |
| Gemini 3.7 Flash (high) | 39.1 | $1.5 | no | yes | |
| Gemini 3.8 Flash (high) | 40.9 | $1.5 | no | yes | |
| Gemini 4 Argon (high) | 52.6 | $4 | no | yes | |
| Gemma 4 26B A4B | 16.7 | $0.17 | no | yes | |
| GLM-4.5-Air | Z AI | 11.1 | $0.37 | no | yes |
| GLM-4.5V | Z AI | 7.6 | $0.90 | no | yes |
| GLM-4.6 | Z AI | 18.5 | $0.96 | no | yes |
| GLM-4.6V | Z AI | 11.2 | $0.45 | no | yes |
| GLM-4.7 | Z AI | 22.2 | $1 | no | yes |
| GLM-4.7-Flash | Z AI | 14.9 | $0.15 | no | yes |
| GLM-5 | Z AI | 27.9 | $1.6 | no | yes |
| GLM-5.1 | Z AI | 26.1 | $2.0 | no | yes |
| GLM-5.2 (max) | Z AI | 33.7 | $2.1 | no | yes |
| GLM-5.3 (max) | Z AI | 44.8 | $2.1 | no | yes |
| GLM-5.3-Flash | Z AI | 41.8 | $0.24 | no | yes |
| GPT-3.5 Turbo | OpenAI | 5.5 | $0.75 | no | yes |
| GPT-4.1 | OpenAI | 12.7 | $3.5 | no | yes |
| GPT-4.1 mini | OpenAI | 10.2 | $0.70 | no | yes |
| GPT-4.1 nano | OpenAI | 7.8 | $0.17 | no | yes |
| GPT-4o (May) | OpenAI | 7.3 | $7.5 | no | yes |
| GPT-4o (Aug) | OpenAI | 7.7 | $4.4 | no | yes |
| GPT-4o (Nov) | OpenAI | 8.4 | $4.4 | no | yes |
| GPT-4o mini | OpenAI | 6.7 | $0.26 | no | yes |
| GPT-5 (high) | OpenAI | 23 | $3.4 | no | yes |
| GPT-5 mini (high) | OpenAI | 16.8 | $0.69 | no | yes |
| GPT-5 nano (high) | OpenAI | 13 | $0.14 | no | yes |
| GPT-5.1 (high) | OpenAI | 24.7 | $3.4 | no | yes |
| GPT-5.2 (xhigh) | OpenAI | 30.4 | $4.8 | no | yes |
| GPT-5.3 Codex (xhigh) | OpenAI | 32.5 | $4.8 | no | yes |
| GPT-5.4 (xhigh) | OpenAI | 39 | $5.6 | no | yes |
| GPT-5.4 mini (xhigh) | OpenAI | 24.1 | $1.7 | no | yes |
| GPT-5.4 nano (xhigh) | OpenAI | 20.7 | $0.46 | no | yes |
| GPT-5.5 (xhigh) | OpenAI | 38.4 | $11 | no | yes |
| GPT-5.6 Luna (max) | OpenAI | 37.3 | $0.45 | no | yes |
| GPT-5.6 Sol (max) | OpenAI | 47 | $8 | no | yes |
| GPT-5.6 Terra (max) | OpenAI | 42.1 | $4.5 | no | yes |
| GPT-6 Astra (max) | OpenAI | 52.7 | $20 | no | yes |
| GPT-6 Luna (max) | OpenAI | 38.1 | $0.20 | no | yes |
| GPT-6 Sol (max) | OpenAI | 47.6 | $4 | no | yes |
| GPT-6.1 Sol (max) | OpenAI | 51.8 | $4 | no | yes |
| gpt-oss-120b (high) | OpenAI | 11.6 | $0.26 | no | yes |
| gpt-oss-20b (high) | OpenAI | 9 | $0.10 | no | yes |
| Granite 4.2 8B | IBM | 11.1 | $0.11 | no | yes |
| Grok 4.20 0309 (Non-reasoning) | SpaceXAI | 14.6 | $3 | no | yes |
| Grok 4.20 0309 | SpaceXAI | 25.2 | $3 | no | yes |
| Grok 4.3 (high) | SpaceXAI | 24.9 | $1.6 | no | yes |
| Grok 4.5 (high) | SpaceXAI | 38.8 | $3 | no | yes |
| Grok 4.6 (high) | SpaceXAI | 44.3 | $3 | no | yes |
| Grok 4.7 (xhigh) | SpaceXAI | 46.4 | $3 | no | yes |
| Grok Build 0.1 0616 | SpaceXAI | 27.2 | $1.3 | no | yes |
| Hermes 3 - Llama-3.1 70B | Nous Research | 6 | $0.70 | no | yes |
| Hermes 4 405B | Nous Research | 7.5 | $1.5 | no | yes |
| Hy3 | Tencent | 25.3 | $0.24 | no | yes |
| Inkling (xhigh) | Thinking Machines | 25 | $1.8 | no | yes |
| Inkling Small | Thinking Machines | 25.7 | $0.53 | no | yes |
| Kimi K2 0905 | Kimi | 15.3 | $1.1 | no | yes |
| Kimi K2 Thinking | Kimi | 22 | $1.1 | no | yes |
| Kimi K2.5 | Kimi | 23.5 | $1.1 | no | yes |
| Kimi K2.6 | Kimi | 27 | $1.7 | no | yes |
| Kimi K2.7 Code | Kimi | 25.8 | $1.7 | no | yes |
| Kimi K3 (max) | Kimi | 43.6 | $6 | no | yes |
| Ling 3.0 Flash | InclusionAI | 20.1 | $0.11 | no | yes |
| Llama 3.1 70B | Meta | 6.6 | $0.56 | no | yes |
| Llama 3.1 8B | Meta | 6.9 | $0.04 | no | yes |
| Llama 3.3 70B | Meta | 7.7 | $0.71 | no | yes |
| Llama 4 Maverick | Meta | 10 | $0.41 | no | yes |
| Llama 4 Scout | Meta | 8.1 | $0.30 | no | yes |
| Mercury 2 | Inception | 13.8 | $0.38 | no | yes |
| MiMo-V2.5 | Xiaomi | 25.2 | $0.17 | no | yes |
| MiMo-V2.5-Pro | Xiaomi | 26 | $0.54 | no | yes |
| MiniMax-M2 | MiniMax | 18.6 | $0.53 | no | yes |
| MiniMax-M2.1 | MiniMax | 20.9 | $0.53 | no | yes |
| MiniMax-M2.5 | MiniMax | 22.8 | $0.53 | no | yes |
| MiniMax-M2.7 | MiniMax | 22.8 | $0.53 | no | yes |
| MiniMax-M3 | MiniMax | 29.2 | $0.53 | no | yes |
| Ministral 3 14B | Mistral | 6 | $0.20 | no | yes |
| Ministral 3 3B | Mistral | 4.8 | $0.10 | no | yes |
| Ministral 3 8B | Mistral | 5.5 | $0.15 | no | yes |
| Mistral Large 3 | Mistral | 9.3 | $0.75 | no | yes |
| Mistral Medium 3 | Mistral | 9 | $0.80 | no | yes |
| Mistral Medium 3.5 | Mistral | 14.2 | $3 | no | yes |
| Mistral Small 3 | Mistral | 6.7 | $0.06 | no | yes |
| Mistral Small 4 | Mistral | 11.3 | $0.26 | no | yes |
| Muse Glimmer (high) | Meta | 17.5 | $0.58 | no | yes |
| Muse Spark 1.3 (max) | Meta | 48.1 | $2 | yes | yes |
| Muse Wonder (max) | Meta | 52.4 | $8 | no | yes |
| Nemotron 3 Nano | NVIDIA | 8.9 | $0.09 | no | yes |
| Nemotron 3 Super | NVIDIA | 12.8 | $0.45 | no | yes |
| Nemotron 3 Ultra | NVIDIA | 22.9 | $1.1 | no | yes |
| Nemotron 3.5 Lightning | NVIDIA | 12.9 | $0.10 | no | yes |
| o1 | OpenAI | 15.2 | $26 | no | yes |
| o1-pro | OpenAI | 12.4 | $263 | no | yes |
| o3 | OpenAI | 20.2 | $3.5 | no | yes |
| o3-mini | OpenAI | 12.5 | $1.9 | no | yes |
| o4-mini (high) | OpenAI | 16.7 | $1.9 | no | yes |
| Phi-4 | Microsoft | 5.9 | $0.22 | no | yes |
| Qwen2.5 72B | Alibaba | 7.7 | $0.48 | no | yes |
| Qwen3 14B | Alibaba | 8.2 | $0.15 | no | yes |
| Qwen3 235B A22B 2507 | Alibaba | 12.7 | $0.75 | no | yes |
| Qwen3 30B A3B 2507 | Alibaba | 9.8 | $0.59 | no | yes |
| Qwen3 30B A3B 2507 (Non-reasoning) | Alibaba | 7.5 | $0.25 | no | yes |
| Qwen3 32B | Alibaba | 8.6 | $0.32 | no | yes |
| Qwen3 Coder 30B A3B | Alibaba | 9.6 | $0.30 | no | yes |
| Qwen3 Coder 480B | Alibaba | 11.9 | $0.68 | no | yes |
| Qwen3 Coder Next | Alibaba | 9.2 | $0.68 | no | yes |
| Qwen3 Next 80B A3B (Reasoning) | Alibaba | 11.2 | $0.41 | no | yes |
| Qwen3 VL 235B A22B | Alibaba | 9.9 | $0.51 | no | yes |
| Qwen3 VL 30B A3B | Alibaba | 7.9 | $0.41 | no | yes |
| Qwen3.5 122B A10B | Alibaba | 15.6 | $1.1 | no | yes |
| Qwen3.5 27B | Alibaba | 22.9 | $0.82 | no | yes |
| Qwen3.5 35B A3B | Alibaba | 19.3 | $0.69 | no | yes |
| Qwen3.5 397B A17B | Alibaba | 18.4 | $1.4 | no | yes |
| Qwen3.5 9B | Alibaba | 11.2 | $0.15 | no | yes |
| Qwen3.6 27B | Alibaba | 21.4 | $1.4 | no | yes |
| Qwen3.6 35B A3B | Alibaba | 18.2 | $0.84 | no | yes |
| Qwen3.6 Plus | Alibaba | 27 | $1.1 | no | yes |
| Qwen3.7 Max | Alibaba | 29.5 | $3.8 | no | yes |
| Qwen3.7 Plus | Alibaba | 25.2 | $0.70 | no | yes |
| Qwen3.8 2.4T A95B | Alibaba | 39.9 | $3 | no | yes |
| Qwen3.8 27B (xhigh) | Alibaba | 33.7 | $1.1 | no | yes |
| Qwen3.8-Flash-Next | Alibaba | 39.8 | $0.23 | no | yes |
| Qwen3.8 Max (0902) | Alibaba | 45.4 | $3 | no | yes |
| Reka Flash 3 | Reka AI | 5.6 | $0.35 | no | yes |
| Solar Pro 3 | Upstage | 7.8 | $0.26 | no | yes |
| Solar Pro 4 | Upstage | 28.2 | $0.53 | no | yes |
| Step 3.7 Flash | StepFun | 19.5 | $0.44 | no | yes |
| Qwen3.5 Omni Plus | Alibaba | 20.4 | $1.5 | no | no |
| Nova 2.0 Omni (medium) | Amazon | 13.6 | $0.85 | no | no |
| Qwen3.5 122B A10B (Non-reasoning) | Alibaba | 17.7 | $1.1 | no | no |
| Gemma 4 12B (Non-reasoning) | 9.4 | $0.15 | no | no | |
| Apodex 1.1 | Apodex | 26.4 | $0.97 | no | no |
| Step 5 Preview | StepFun | 43.7 | $1.4 | no | no |
| Qwen3 Omni 30B A3B | Alibaba | 6 | $0.43 | no | no |
| Granite 4.2 3B | IBM | 9.1 | $0.05 | yes | no |
| Nova 2.0 Pro Preview (medium) | Amazon | 14.2 | $3.8 | no | no |
| Granite 4.2 30B | IBM | 12.7 | $0.28 | no | no |
| MiMo-V2.6-Flash | Xiaomi | 37.9 | $0.17 | yes | no |
| Mistral Small 4 (Non-reasoning) | Mistral | 9 | $0.26 | no | no |
| Nova 2.0 Omni (Non-reasoning) | Amazon | 8.2 | $0.85 | no | no |
| Qwen3.5 9B (Non-reasoning) | Alibaba | 13.3 | $0.19 | no | no |
| Nemotron 3 Nano (Non-reasoning) | NVIDIA | 6.8 | $0.09 | no | no |
| MiMo-V2.6-Pro | Xiaomi | 46.3 | $0.54 | yes | no |
| Qwen3 Next 80B A3B | Alibaba | 9.6 | $0.39 | no | no |
| Phi-4 Multimodal | Microsoft | 5.8 | $0.14 | no | no |
| NVIDIA Nemotron Nano 9B V2 (Non-reasoning) | NVIDIA | 6.8 | $0.09 | no | no |
| Qwen3.5 4B (Non-reasoning) | Alibaba | 10.8 | $0.06 | no | no |
| Qwen3.5 397B A17B (Non-reasoning) | Alibaba | 21.4 | $1.4 | no | no |
| Nova Micro | Amazon | 5.9 | $0.06 | no | no |
| Mistral Large 4 Preview | Mistral | 38.4 | $2.1 | no | no |
| Qwen3.8 27B (Non-reasoning) | Alibaba | 20.2 | $1.1 | no | no |
| Sarvam 105B (high) | Sarvam | 8.8 | $0.07 | no | no |
| Ring-flash-2.0 | InclusionAI | 7.2 | $0.25 | no | no |
| Apertus 70B Instruct | Swiss AI Initiative | 5.1 | $1.3 | no | no |
| Gemma 4 E4B (Non-reasoning) | 7.5 | $0.04 | no | no | |
| LongCat 2.0 | LongCat | 19.1 | $1.3 | no | no |
| Granite 4.0 H Small | IBM | 6 | $0.11 | no | no |
| Llama 3.2 11B (Vision) | Meta | 5.4 | $0.34 | no | no |
| Nova 2.0 Lite (high) | Amazon | 13.4 | $0.94 | no | no |
| Solar Mini 4 | Upstage | 24.1 | $0.17 | no | no |
| GPT-6 Luna (Non-reasoning) | OpenAI | 18.5 | $0.20 | no | no |
| Qwen3.5 4B | Alibaba | 13.1 | $0.06 | yes | no |
| Qwen3.6 35B A3B (Non-reasoning) | Alibaba | 15.2 | $0.84 | no | no |
| Ling-3.0-flash-Fin | InclusionAI | 22.6 | $0.11 | yes | no |
| Qwen3.5 Omni Flash | Alibaba | 12.5 | $0.28 | no | no |
| Magistral Small 1.2 | Mistral | 8.6 | $0.75 | no | no |
| Gemma 4 26B A4B (Non-reasoning) | 13.1 | $0.20 | no | no | |
| DeepSeek V4.1 Flash (Non-reasoning) | DeepSeek | 24.7 | $0.53 | no | no |
| Sarvam 30B (high) | Sarvam | 6.6 | $0.05 | no | no |
| Mercury 2.5 | Inception | 12.3 | $0.38 | no | no |
| Nova 2.0 Lite (Non-reasoning) | Amazon | 8.7 | $0.94 | no | no |
| Celeris-1 | Celeris | 6.3 | $0.33 | no | no |
| Apertus 8B Instruct | Swiss AI Initiative | 4.8 | $0.13 | no | no |
| Nemotron 3 Nano Omni 30B A3B | NVIDIA | 10.3 | $0.45 | no | no |
| Olmo 3 7B | Allen Institute for AI | 5.2 | $0.13 | no | no |
| GPT-5.6 Terra (Non-reasoning) | OpenAI | 20.8 | $4.5 | no | no |
| Phi-4 Mini | Microsoft | 6.3 | $0.13 | no | no |
| Nova 2.0 Pro Preview (Non-reasoning) | Amazon | 10 | $3.8 | no | no |
| Ling 3.1 Flash | InclusionAI | 41.1 | $0.45 | no | no |
| NVIDIA Nemotron Nano 12B v2 VL (Non-reasoning) | NVIDIA | 5.8 | $0.30 | no | no |
| ERNIE 4.5 300B A47B | Baidu | 7.5 | $0.48 | no | no |
| Nova 2.0 Omni (low) | Amazon | 11.1 | $0.85 | no | no |
| Trinity Large Thinking | Arcee AI | 10.8 | $0.39 | no | no |
| Qwen3 Omni 30B A3B (Reasoning) | Alibaba | 7.8 | $0.43 | no | no |
| GPT-5.5 Instant (June 2026) | OpenAI | 26 | $11 | no | no |
| Gemma 4 31B (Non-reasoning) | 13.9 | $0.22 | no | no | |
| Hermes 4 405B (Non-reasoning) | Nous Research | 7.4 | $1.5 | no | no |
| DeepSeek V4 Pro 0813 (Non-reasoning) | DeepSeek | 20.4 | $2.0 | no | no |
| Gemma 4 E4B | 8.9 | $0.04 | yes | no | |
| Ring-2.6-1T | InclusionAI | 16.6 | $0.85 | no | no |
| NVIDIA Nemotron Nano 9B V2 | NVIDIA | 7.4 | $0.07 | no | no |
| Nova 2.0 Pro Preview (low) | Amazon | 12.8 | $3.8 | no | no |
| Quasar 438B (max) | Multiverse Computing | 26.7 | $0.90 | no | no |
| KAT-Coder-Pro V2 | KwaiKAT | 21.7 | $0.53 | no | no |
| Gemma 4 12B | 14.2 | $0.15 | no | no |
02·release dates
Intelligence by release date
Claude Opus 5.5maxAnthropicreleased 2026-09-22intelligence 57.6on Conifer $4 in · $20 out
03·running cost
Cost per hour of a steady coding workload
the meters start when this panel is on screen
- DeepSeek V4.1 Flash (max)DeepSeek$1.4/hour$1.4/hour · $0.30 in / $1.2 out per Mtok
- GLM-5.3 (max)Z AI$6.1/hour$6.1/hour · $1.4 in / $4.4 out per Mtok
- Grok 4.7 (xhigh)SpaceXAI$8.6/hour$8.6/hour · $2 in / $6 out per Mtok
- Qwen3.8 Max (0902)Alibaba$8.6/hour$8.6/hour · $2 in / $6 out per Mtok
- Gemini 4 Argon (high)Google$9.6/hour$9.6/hour · $2 in / $10 out per Mtok
- Kimi K3 (max)Kimi$14/hour$14/hour · $3 in / $15 out per Mtok
- Claude Opus 5.5 (max)Anthropic$19/hour$19/hour · $4 in / $20 out per Mtok
- GPT-6 Astra (max)OpenAI$43/hour$43/hour · $9 in / $45 out per Mtok
04·time to first token
Time to first token, best model per lab
Median time to first token; the reply then streams at each model's output speed.
8.58s
In one sentence, what is a Pareto frontier?
- DeepSeek V4.1 Flash (max)first token at 1.0s
A Pareto frontier is the set of choices where nothing can be improved without making something else worse.
- Grok Build 0.1 0616first token at 1.6s
A Pareto frontier is the set of choices where nothing can be improved without making something else worse.
- Claude Opus 4.6 (Non-reasoning, high)first token at 1.8s
A Pareto frontier is the set of choices where nothing can be improved without making something else worse.
- Qwen3.8 Max (0902)first token at 2.9s
A Pareto frontier is the set of choices where nothing can be improved without making something else worse.
- Kimi K3 (max)first token at 3.2s
A Pareto frontier is the set of choices where nothing can be improved without making something else worse.
- GLM-5.3 (max)first token at 3.5s
A Pareto frontier is the set of choices where nothing can be improved without making something else worse.
- o3first token at 6.6s
A Pareto frontier is the set of choices where nothing can be improved without making something else worse.
- Gemini 3.7 Flash (high)first token at 8.5s
A Pareto frontier is the set of choices where nothing can be improved without making something else worse.
05·hallucination rate
Wrong answers instead of declining
Of 100 questions a model could not answer correctly, how many it answered anyway instead of declining.
- 15 of 100Gemini 4 Argon (high)guessed · 85 declined
- 29 of 100Qwen3.8 Max (0902)guessed · 71 declined
- 29 of 100Grok 4.7 (xhigh)guessed · 71 declined
- 30 of 100GLM-5.3 (max)guessed · 70 declined
- 51 of 100GPT-6 Astra (max)guessed · 49 declined
- 53 of 100Kimi K3 (max)guessed · 47 declined
- 59 of 100Claude Opus 5.5 (max)guessed · 41 declined
- 97 of 100DeepSeek V4.1 Flash (max)guessed · 3 declined
Gemini 4 ArgonhighGoogleintelligence 52.6hallucinated 15.1%on Conifer $2 in · $10 out
06·labs
Price against intelligence, by lab
Intelligence Index against blended list price per million tokens, log scale, the same axes in every panel.
Claude Opus 5.5maxAnthropicintelligence 57.6blended $8/Mtokon Conifer $4 in · $20 outserved by Conifer
07·model category
early access · 15 Sep 2026Structured decisions
Jev returns typed decisions with probabilities, rather than generated text. TypeSafe’s own workflow evaluation, checked 20 Sep 2026.
Agreement with reference labels
% · higher is better
Cost per workflow
USD · lower is better · log scale
Time per workflow
seconds · lower is better · log scale
Vendor-reported workflow runs, default reasoning; the mean weights four workflows equally. Reference labels come from GPT-6 Astra and Claude Fable 5.1 at high thinking. Agreement is not the AA Intelligence Index; elapsed workflow time is not token speed or time to first token.
Conifer price: $0.042 input / $0.00 output per million tokens. Listed in Conifer’s catalog for structured decisions. Type safety constrains output shape, not factual correctness. Release and pricing · Evaluation and methodology. Figures retain the source’s rounding; model names retain its labels.
08·output speed
The same paragraph at six output speeds
Each model types at its median measured output speed.
Mercury 2487 tok/s
0.3sClaude Haiku 5.5236 tok/s
0.6sClaude Sonnet 5.5136 tok/s
1.0sClaude Opus 5.596 tok/s
1.4sQwen3.8 Max (0902)41 tok/s
3.3sQwen3 14B23 tok/s
5.9s09·served models
205 served modelsEvery served model
Input and output prices are USD per million tokens, what Conifer charges; a struck figure is the lab's list price. Decision models are labeled; dots mark unpublished or inapplicable measurements.
| Claude Opus 5.5max | Anthropic | closed | 57.6 | 96 | 717s | 1M | $4 | $20 | 2026-09-22 |
| Claude Sonnet 5.5max | Anthropic | closed | 56 | 136 | 453s | 1M | $2 | $10 | 2026-09-28 |
| Claude Fable 5.1max10% off | Anthropic | closed | 53.4 | 67 | 247s | 1M | 2026-09-01 | ||
| GPT-6 Astramax10% off | OpenAI | closed | 52.7 | 66 | 360s | 1.1M | 2026-09-03 | ||
| Gemini 4 Argonhigh | closed | 52.6 | · | · | 1M | $2 | $10 | 2026-09-30 | |
| Muse Wondermax | Meta | closed | 52.4 | 88 | 19s | 1M | $4 | $20 | 2026-10-12 |
| GPT-6.1 Solmax | OpenAI | closed | 51.8 | 65 | 331s | 1.1M | $2 | $10 | 2026-09-29 |
| Claude Opus 5max | Anthropic | closed | 50.8 | 56 | 79s | 1M | $5 | $25 | 2026-07-24 |
| Claude Fable 5 | Anthropic | closed | 49.6 | 64 | 109s | 1M | $10 | $50 | 2026-06-09 |
| Muse Spark 1.3max | Meta | closed | 48.1 | 124 | 41s | 1M | $1.3 | $4.3 | 2026-09-02 |
| GPT-6 Solmax | OpenAI | closed | 47.6 | 122 | 134s | 1.1M | $2 | $10 | 2026-09-22 |
| GPT-5.6 Solmax | OpenAI | closed | 47 | 86 | 129s | 1.1M | $4 | $20 | 2026-07-09 |
| Grok 4.7xhigh | SpaceXAI | closed | 46.4 | 84 | 89s | 500k | $2 | $6 | 2026-09-21 |
| Qwen3.8 Max (0902) | Alibaba | closed | 45.4 | 41 | 2.9s | 256k | $2 | $6 | 2026-09-02 |
| GLM-5.3max | Z AI | open | 44.8 | 66 | 3.5s | 1M | $1.4 | $4.4 | 2026-08-18 |
| Grok 4.6high | SpaceXAI | closed | 44.3 | 57 | 47s | 500k | $2 | $6 | 2026-08-12 |
| Kimi K3max | Kimi | open | 43.6 | 42 | 3.2s | 1M | $3 | $15 | 2026-07-16 |
| Claude Haiku 5.5max | Anthropic | closed | 43.4 | 236 | 310s | 1M | $0.10 | $0.50 | 2026-10-07 |
| GPT-5.6 Terramax | OpenAI | closed | 42.1 | 126 | 129s | 1.1M | $2 | $12 | 2026-07-09 |
| Claude Opus 4.8max | Anthropic | closed | 41.8 | 59 | 50s | 1M | $5 | $25 | 2026-05-28 |
| GLM-5.3-Flash | Z AI | open | 41.8 | 62 | 2.9s | 1M | $0.15 | $0.50 | 2026-08-26 |
| Gemini 3.8 Flashhigh | closed | 40.9 | 137 | 21s | 1M | $0.75 | $3.8 | 2026-09-02 | |
| Claude Opus 4.7max | Anthropic | closed | 40.7 | 50 | 21s | 1M | $5 | $25 | 2026-04-16 |
| Qwen3.8 2.4T A95B | Alibaba | open | 39.9 | 39 | 3.1s | 262k | $2 | $6 | 2026-08-12 |
| Qwen3.8-Flash-Next | Alibaba | open | 39.8 | 51 | 2.0s | 1M | $0.15 | $0.47 | 2026-08-26 |
| DeepSeek V4.1 Flashmax | DeepSeek | open | 39.5 | 199 | 1.0s | 1M | $0.30 | $1.2 | 2026-09-10 |
| Gemini 3.7 Flashhigh | closed | 39.1 | 318 | 8.5s | 1M | $0.75 | $3.8 | 2026-08-13 | |
| GPT-5.4xhigh | OpenAI | closed | 39 | 94 | 202s | 1.1M | $2.5 | $15 | 2026-03-05 |
| Grok 4.5high | SpaceXAI | closed | 38.8 | 57 | 14s | 500k | $2 | $6 | 2026-07-08 |
| GPT-5.5xhigh | OpenAI | closed | 38.4 | 97 | 70s | 1.1M | $5 | $30 | 2026-04-23 |
| Claude Sonnet 5max | Anthropic | closed | 38.2 | 81 | 174s | 1M | $2 | $10 | 2026-06-30 |
| GPT-6 Lunamax | OpenAI | closed | 38.1 | 134 | 120s | 1.1M | $0.10 | $0.50 | 2026-09-22 |
| GPT-5.6 Lunamax | OpenAI | closed | 37.3 | 120 | 125s | 1.1M | $0.20 | $1.2 | 2026-07-09 |
| DeepSeek V4 Pro 0813max | DeepSeek | open | 36 | 92 | 1.6s | 1M | $1.3 | $2.6 | 2026-08-13 |
| DeepSeek V4 Flash Visionmax | DeepSeek | closed | 34.8 | 189 | 1.0s | 1M | $0.44 | $1.3 | 2026-08-21 |
| DeepSeek V4 Flash 0731max | DeepSeek | open | 34.3 | 201 | 1.3s | 1M | $0.30 | $1.2 | 2026-07-31 |
| Gemini 3.6 Flashhigh | closed | 34 | 193 | 15s | 1M | $0.75 | $3.8 | 2026-07-21 | |
| GLM-5.2max | Z AI | open | 33.7 | 86 | 3.0s | 1M | $1.4 | $4.4 | 2026-06-16 |
| Qwen3.8 27Bxhigh | Alibaba | open | 33.7 | 46 | 3.8s | 262k | $0.50 | $3 | 2026-08-14 |
| Gemini 3.5 Flashhigh | closed | 32.6 | 189 | 16s | 1M | $1.5 | $9 | 2026-05-19 | |
| GPT-5.3 Codexxhigh | OpenAI | closed | 32.5 | 113 | 70s | 400k | $1.8 | $14 | 2026-02-05 |
| GPT-5.2xhigh | OpenAI | closed | 30.4 | 81 | 131s | 400k | $1.8 | $14 | 2025-12-11 |
| Gemini 3.1 Pro Preview | closed | 29.7 | 134 | 21s | 1M | $2 | $12 | 2026-02-19 | |
| Qwen3.7 Max | Alibaba | closed | 29.5 | 197 | 2.3s | 1M | $2.5 | $7.5 | 2026-05-19 |
| MiniMax-M3 | MiniMax | open | 29.2 | 107 | 0.89s | 1M | $0.30 | $1.2 | 2026-06-01 |
| Solar Pro 4 | Upstage | closed | 28.2 | 95 | 2.1s | 524k | $0.03 | $0.12 | 2026-08-06 |
| GLM-5 | Z AI | open | 27.9 | 79 | 1.5s | 203k | $1 | $3.2 | 2026-02-11 |
| Grok Build 0.1 0616 | SpaceXAI | closed | 27.2 | 66 | 1.6s | 256k | $1 | $2 | · |
| Kimi K2.6 | Kimi | open | 27 | 43 | 2.8s | 262k | $0.95 | $4 | 2026-04-20 |
| Qwen3.6 Plus | Alibaba | closed | 27 | 56 | 2.1s | 1M | $0.50 | $3 | · |
| GLM-5-Turbo | Z AI | closed | 26.6 | · | · | 203k | $1.2 | $4 | 2026-03-15 |
| Claude Opus 4.6 (Non-reasoning, high) | Anthropic | closed | 26.4 | 38 | 1.8s | 1M | $5 | $25 | 2026-02-05 |
| GLM-5.1 | Z AI | open | 26.1 | 60 | 1.7s | 203k | $1.1 | $3.5 | 2026-04-07 |
| MiMo-V2.5-Pro | Xiaomi | open | 26 | 37 | 2.4s | 1M | $1 | $3 | 2026-04-22 |
| Kimi K2.7 Code | Kimi | open | 25.8 | 75 | 2.8s | 262k | $0.95 | $4 | 2026-06-12 |
| Inkling Small | Thinking Machines | open | 25.7 | 200 | 2.2s | 524k | $0.50 | $1.2 | 2026-07-30 |
| Hy3 | Tencent | open | 25.3 | 84 | 3.0s | 262k | $0.14 | $0.58 | 2026-07-06 |
| Grok 4.20 0309 | SpaceXAI | closed | 25.2 | · | · | 1M | $1.3 | $2.5 | · |
| MiMo-V2.5 | Xiaomi | open | 25.2 | 36 | 6.4s | 262k | $0.40 | $2 | 2026-04-22 |
| Qwen3.7 Plus | Alibaba | closed | 25.2 | 55 | 2.2s | 1M | $0.32 | $1.3 | 2026-06-01 |
| Inklingxhigh | Thinking Machines | open | 25 | 186 | 1.8s | 524k | $1 | $4.0 | 2026-07-15 |
| Grok 4.3high | SpaceXAI | closed | 24.9 | 100 | 23s | 1M | $1.3 | $2.5 | 2026-04-30 |
| Claude Sonnet 4.6 (Non-reasoning, high) | Anthropic | closed | 24.7 | 45 | 0.99s | 1M | $3 | $15 | 2026-02-17 |
| GPT-5.1high | OpenAI | closed | 24.7 | 117 | 32s | 400k | $1.3 | $10 | 2025-11-13 |
| Ling-3.0-flash-VL | InclusionAI | open | 24.6 | · | · | 131k | $0.06 | $0.18 | · |
| GPT-5.4 minixhigh | OpenAI | closed | 24.1 | 234 | 121s | 400k | $0.75 | $4.5 | 2026-03-17 |
| Claude Opus 4.5 (Non-reasoning) | Anthropic | closed | 23.7 | 46 | 1.0s | 200k | $5 | $25 | · |
| GLM 5V Turbo | Z AI | closed | 23.5 | · | · | 205k | $1.2 | $4 | 2026-04-01 |
| Kimi K2.5 | Kimi | open | 23.5 | 59 | 1.6s | 262k | $0.60 | $3 | 2026-01-27 |
| GPT-5high | OpenAI | closed | 23 | 97 | 65s | 400k | $1.3 | $10 | 2025-08-07 |
| Nemotron 3 Ultra | NVIDIA | open | 22.9 | 159 | 1.1s | 262k | $0.50 | $2.2 | 2026-06-04 |
| Qwen3.5 27B | Alibaba | open | 22.9 | 77 | 5.6s | 262k | $0.26 | $2.6 | 2026-02-24 |
| MiniMax-M2.5 | MiniMax | open | 22.8 | 69 | 1.5s | 205k | $0.30 | $1.2 | 2026-02-12 |
| MiniMax-M2.7 | MiniMax | open | 22.8 | 64 | 1.5s | 197k | $0.30 | $1.2 | 2026-03-18 |
| Gemini 3.5 Flash-Lite | closed | 22.2 | 408 | 7.4s | 1M | $0.30 | $2.5 | 2026-07-21 | |
| GLM-4.7 | Z AI | open | 22.2 | 44 | 1.9s | 200k | $0.60 | $2.2 | 2025-12-22 |
| Kimi K2 Thinking | Kimi | open | 22 | 161 | 1.2s | 262k | $0.60 | $2.5 | · |
| DeepSeek V3.2 | DeepSeek | open | 21.5 | · | · | 164k | $0.26 | $0.38 | 2025-12-01 |
| Qwen3.6 27B | Alibaba | open | 21.4 | 55 | 3.6s | 262k | $0.32 | $3.2 | 2026-04-22 |
| Qwen3 Max Thinking | Alibaba | closed | 21.3 | · | · | 256k | $1.2 | $6 | 2026-01-26 |
| MiniMax-M2.1 | MiniMax | open | 20.9 | 67 | 1.6s | 205k | $0.30 | $1.2 | 2025-12-23 |
| Claude 4.5 Sonnet | Anthropic | closed | 20.7 | 45 | 18s | 200k | $3 | $15 | · |
| GPT-5.4 nanoxhigh | OpenAI | closed | 20.7 | 172 | 104s | 400k | $0.20 | $1.3 | 2026-03-17 |
| o3 | OpenAI | closed | 20.2 | 129 | 6.6s | 200k | $2 | $8 | 2025-04-16 |
| Ling 3.0 Flash | InclusionAI | open | 20.1 | 347 | 2.8s | 131k | $0.06 | $0.18 | 2026-08-04 |
| Step 3.7 Flash | StepFun | open | 19.5 | 171 | 2.6s | 262k | $0.20 | $1.1 | 2026-05-29 |
| Qwen3.5 35B A3B | Alibaba | open | 19.3 | 150 | 2.0s | 262k | $0.14 | $1 | 2026-02-24 |
| MiniMax-M2 | MiniMax | open | 18.6 | 65 | 1.5s | 205k | $0.30 | $1.2 | 2025-10-26 |
| GLM-4.6 | Z AI | open | 18.5 | 35 | 3.1s | 203k | $0.50 | $2 | 2025-09-30 |
| Qwen3.5 397B A17B | Alibaba | open | 18.4 | 87 | 2.3s | 262k | $0.45 | $3 | 2026-02-16 |
| Qwen3.6 35B A3B | Alibaba | open | 18.2 | 129 | 2.0s | 262k | $0.10 | $0.95 | 2026-04-16 |
| Gemini 3 Flash (Non-reasoning) | closed | 17.9 | 203 | 0.85s | 1M | $0.50 | $3 | 2025-12-17 | |
| Muse Glimmerhigh | Meta | open | 17.5 | 134 | 0.99s | 131k | $0.30 | $1.2 | 2026-08-10 |
| GPT-5 minihigh | OpenAI | closed | 16.8 | 164 | 45s | 400k | $0.25 | $2 | 2025-08-07 |
| Gemma 4 26B A4B | open | 16.7 | 75 | 0.97s | 262k | $0.07 | $0.34 | 2026-04-02 | |
| o4-minihigh | OpenAI | closed | 16.7 | 160 | 21s | 200k | $1.1 | $4.4 | 2025-04-16 |
| Gemini 2.5 Pro | closed | 16.1 | 119 | 23s | 1M | $1.3 | $10 | 2025-06-05 | |
| Gemini 3.1 Flash-Lite | closed | 15.6 | 361 | 5.0s | 1M | $0.25 | $1.5 | 2026-03-03 | |
| Qwen3 Max | Alibaba | closed | 15.6 | · | · | 256k | $1.2 | $6 | 2025-09-23 |
| Qwen3.5 122B A10B | Alibaba | open | 15.6 | 128 | 2.3s | 262k | $0.29 | $2.4 | 2026-02-24 |
| Claude 4.5 Haiku (Non-reasoning) | Anthropic | closed | 15.4 | 87 | 0.50s | 200k | $1 | $5 | 2025-10-15 |
| Kimi K2 0905 | Kimi | open | 15.3 | 58 | 1.2s | 262k | $0.60 | $2.5 | 2025-09-05 |
| o1 | OpenAI | closed | 15.2 | · | · | 200k | $15 | $60 | 2024-12-05 |
| GLM-4.7-Flash | Z AI | open | 14.9 | 73 | 1.7s | 203k | $0.07 | $0.40 | 2026-01-19 |
| DeepSeek V3.1 Terminus | DeepSeek | open | 14.8 | · | · | 131k | $0.27 | $1 | 2025-09-22 |
| Gemma 4 31B | open | 14.7 | 35 | 1.1s | 128k | $0.40 | $0.60 | 2026-04-02 | |
| Grok 4.20 0309 (Non-reasoning) | SpaceXAI | closed | 14.6 | · | · | 1M | $1.3 | $2.5 | · |
| Mistral Medium 3.5 | Mistral | open | 14.2 | 163 | 2.2s | 262k | $1.5 | $7.5 | 2026-04-29 |
| Mercury 2 | Inception | closed | 13.8 | 487 | 5.7s | 128k | $0.25 | $0.75 | 2026-02-20 |
| DeepSeek V3.1 (Non-reasoning) | DeepSeek | open | 13.7 | 77 | 1.4s | 131k | $3 | $4.5 | · |
| Qwen3 VL 235B A22B (Reasoning) | Alibaba | open | 13.4 | · | · | 131k | $0.98 | $4.0 | 2025-09-23 |
| Command A+ | Cohere | open | 13.1 | 175 | 0.50s | 128k | $0.30 | $1.5 | 2026-05-20 |
| DeepSeek R1 0528 | DeepSeek | open | 13.1 | 30 | 1.0s | 164k | $0.50 | $2.1 | 2025-05-28 |
| Gemini 2.5 Flash | closed | 13.1 | 209 | 18s | 1M | $0.30 | $2.5 | 2025-05-20 | |
| GPT-5 nanohigh | OpenAI | closed | 13 | 203 | 58s | 400k | $0.05 | $0.40 | 2025-08-07 |
| Nemotron 3.5 Lightning | NVIDIA | open | 12.9 | 302 | 0.62s | 262k | $0.08 | $0.20 | 2026-08-11 |
| GLM-4.5 | Z AI | open | 12.8 | · | · | 131k | $0.60 | $2.2 | · |
| Nemotron 3 Super | NVIDIA | open | 12.8 | 152 | 1.3s | 262k | $0.085 | $0.40 | 2026-03-11 |
| GPT-4.1 | OpenAI | closed | 12.7 | 151 | 0.86s | 1M | $2 | $8 | 2025-04-14 |
| Qwen3 235B A22B 2507 | Alibaba | open | 12.7 | 78 | 0.84s | 131k | $0.30 | $3 | 2025-07-25 |
| o3-mini | OpenAI | closed | 12.5 | 188 | 6.7s | 200k | $1.1 | $4.4 | 2025-01-31 |
| o1-pro | OpenAI | closed | 12.4 | · | · | 200k | $150 | $600 | · |
| Qwen3 Coder 480B | Alibaba | open | 11.9 | 112 | 0.89s | 262k | $1.5 | $7.5 | 2025-07-22 |
| gpt-oss-120bhigh | OpenAI | open | 11.6 | 242 | 0.82s | 131k | $0.06 | $0.40 | 2025-08-05 |
| Mistral Small 4 | Mistral | open | 11.3 | 158 | 0.80s | 262k | $0.15 | $0.60 | 2026-03-16 |
| GLM-4.6V | Z AI | open | 11.2 | 86 | 3.3s | 131k | $0.30 | $0.90 | 2025-12-08 |
| Qwen3 Next 80B A3B (Reasoning) | Alibaba | open | 11.2 | 159 | 0.70s | 262k | $0.15 | $1.2 | 2025-09-11 |
| Qwen3.5 9B | Alibaba | open | 11.2 | 58 | 1.7s | 262k | $0.10 | $0.15 | 2026-03-02 |
| GLM-4.5-Air | Z AI | open | 11.1 | 76 | 2.4s | 131k | $0.13 | $0.85 | 2025-07-28 |
| Granite 4.2 8B | IBM | open | 11.1 | 59 | 0.75s | 131k | $0.06 | $0.25 | 2026-08-25 |
| GPT-4.1 mini | OpenAI | closed | 10.2 | 161 | 0.69s | 1M | $0.40 | $1.6 | 2025-04-14 |
| Llama 4 Maverick | Meta | open | 10 | 46 | 1.1s | 1M | $0.20 | $0.80 | 2025-04-05 |
| Qwen3 VL 235B A22B | Alibaba | open | 9.9 | 26 | 1.4s | 262k | $0.40 | $1.6 | 2025-09-23 |
| Qwen3 30B A3B 2507 | Alibaba | open | 9.8 | · | · | 41k | $0.12 | $0.50 | 2025-07-30 |
| Qwen3 Coder 30B A3B | Alibaba | open | 9.6 | 159 | 1.0s | 160k | $0.07 | $0.27 | 2025-07-31 |
| Mistral Large 3 | Mistral | open | 9.3 | 74 | 1.1s | 262k | $0.50 | $1.5 | 2025-12-02 |
| Qwen3 Coder Next | Alibaba | open | 9.2 | 73 | 1.1s | 262k | $0.20 | $1.5 | 2026-02-03 |
| gpt-oss-20bhigh | OpenAI | open | 9 | 223 | 0.74s | 131k | $0.03 | $0.14 | 2025-08-05 |
| Mistral Medium 3 | Mistral | closed | 9 | 45 | 2.0s | 131k | $0.40 | $2 | 2025-05-07 |
| Nemotron 3 Nano | NVIDIA | open | 8.9 | 228 | 0.97s | 262k | $0.05 | $0.20 | 2025-12-15 |
| Qwen3 32B | Alibaba | open | 8.6 | 26 | 1.6s | 41k | $0.08 | $0.28 | 2025-04-28 |
| GPT-4o (Nov) | OpenAI | closed | 8.4 | 151 | 0.78s | 128k | $2.5 | $10 | 2024-11-20 |
| Qwen3 14B | Alibaba | open | 8.2 | 23 | 1.0s | 41k | $0.12 | $0.24 | 2025-04-28 |
| Llama 4 Scout | Meta | open | 8.1 | 67 | 0.88s | 328k | $0.10 | $0.30 | 2025-04-05 |
| DeepSeek R1 Distill Llama 70B | DeepSeek | open | 7.9 | · | · | 8k | $2 | $2 | · |
| Qwen3 VL 30B A3B | Alibaba | open | 7.9 | 27 | 3.2s | 262k | $0.15 | $0.60 | 2025-10-03 |
| GPT-4.1 nano | OpenAI | closed | 7.8 | 241 | 0.67s | 1M | $0.10 | $0.40 | 2025-04-14 |
| Solar Pro 3 | Upstage | closed | 7.8 | 156 | 1.3s | 131k | $0.15 | $0.60 | 2026-04-06 |
| GPT-4o (Aug) | OpenAI | closed | 7.7 | 132 | 0.90s | 128k | $2.5 | $10 | 2024-08-06 |
| Llama 3.3 70B | Meta | open | 7.7 | 92 | 1.7s | 131k | $0.10 | $0.32 | 2024-12-06 |
| Qwen2.5 72B | Alibaba | open | 7.7 | 31 | 3.5s | 33k | $0.36 | $0.40 | 2024-09-19 |
| GLM-4.5V | Z AI | open | 7.6 | 47 | 2.8s | 66k | $0.60 | $1.8 | 2025-08-11 |
| Hermes 4 405B | Nous Research | open | 7.5 | 41 | 2.3s | 131k | $1 | $3 | 2025-08-27 |
| Qwen3 30B A3B 2507 (Non-reasoning) | Alibaba | open | 7.5 | 43 | 1.1s | 262k | $0.04815 | $0.19 | 2025-07-29 |
| GPT-4o (May) | OpenAI | closed | 7.3 | 133 | 0.90s | 128k | $5 | $15 | 2024-05-13 |
| GPT-4o (ChatGPT) | OpenAI | closed | 7.2 | · | · | 128k | $2.5 | $10 | 2025-02-15 |
| Command A | Cohere | open | 7 | 60 | 1.8s | 256k | $2.5 | $10 | 2025-03-13 |
| Llama 3.1 8B | Meta | open | 6.9 | 140 | 0.87s | 16k | $0.02 | $0.05 | 2024-07-23 |
| Gemini 2.5 Flash-Lite (Non-reasoning) | closed | 6.7 | 285 | 0.31s | 1M | $0.10 | $0.40 | · | |
| GPT-4o mini | OpenAI | closed | 6.7 | 122 | 0.78s | 128k | $0.15 | $0.60 | 2024-07-18 |
| Mistral Small 3 | Mistral | open | 6.7 | 62 | 0.89s | 33k | $0.05 | $0.08 | 2025-01-30 |
| Llama 3.1 70B | Meta | open | 6.6 | 40 | 2.0s | 131k | $0.40 | $0.40 | · |
| Hermes 3 - Llama-3.1 70B | Nous Research | open | 6 | 30 | 2.3s | 131k | $0.70 | $0.70 | 2024-08-15 |
| Ministral 3 14B | Mistral | open | 6 | 57 | 1.1s | 262k | $0.20 | $0.20 | 2025-12-02 |
| Phi-4 | Microsoft | open | 5.9 | 42 | 2.5s | 16k | $0.07 | $0.14 | 2024-12-12 |
| Reka Flash 3 | Reka AI | open | 5.6 | 93 | 1.4s | 66k | $0.10 | $0.20 | 2025-03-10 |
| GPT-3.5 Turbo | OpenAI | closed | 5.5 | · | · | 16k | $0.50 | $1.5 | · |
| Ministral 3 8B | Mistral | open | 5.5 | 107 | 0.73s | 262k | $0.15 | $0.15 | 2025-12-02 |
| Gemma 3 27B | open | 4.9 | · | · | 131k | $0.08 | $0.16 | 2025-03-12 | |
| Gemma 3 4B | open | 4.8 | · | · | 131k | $0.05 | $0.10 | 2025-03-12 | |
| Ministral 3 3B | Mistral | open | 4.8 | 215 | 0.62s | 131k | $0.10 | $0.10 | 2025-12-02 |
| Gemma 3 12B | open | 3.8 | · | · | 131k | $0.05 | $0.15 | 2025-03-12 | |
| codestral-2508 | mistral | · | · | · | · | 256k | $0.30 | $0.90 | · |
| command-r-08-2024 | cohere | · | · | · | · | 128k | $0.15 | $0.60 | · |
| command-r-plus-08-2024 | cohere | · | · | · | · | 128k | $2.5 | $10 | · |
| command-r7b-12-2024 | cohere | · | · | · | · | 128k | $0.0375 | $0.15 | · |
| deepseek-v3.2-exp | novita | · | · | · | · | 164k | $0.27 | $0.41 | · |
| Ember 1 (Fireworks) | fireworks | · | · | · | · | 1M | $3 | $15 | · |
| ernie-4.5-vl-424b-a47b | novita | · | · | · | · | 123k | $0.42 | $1.3 | · |
| Gemini 3.1 Flash Lite | gemini | · | · | · | · | 1M | $0.25 | $1.5 | · |
| Gemini 3.1 Pro | gemini | · | · | · | · | 1M | $2 | $12 | · |
| gemini-3.1-pro-preview-customtools | gemini | · | · | · | · | 1M | $2 | $12 | · |
| GLM-5.3 FlashX | glm | · | · | · | · | 1M | $0.37 | $1.3 | · |
| gpt-5-pro | openai | · | · | · | · | 400k | $15 | $120 | · |
| gpt-5.2-pro | openai | · | · | · | · | 400k | $21 | $168 | · |
| gpt-5.4-pro | openai | · | · | · | · | 1.1M | $30 | $180 | · |
| gpt-5.5-pro | openai | · | · | · | · | 1.1M | $30 | $180 | · |
| GPT-Realtime-2.1 | openai | · | · | · | · | 128k | $4 | $24 | · |
| GPT-Realtime-Whisper | openai | · | · | · | · | 16k | $0.00 | $0.00 | · |
| Grok 4.20 Multi-Agent (0309) | xai | · | · | · | · | 1M | $1.3 | $2.5 | · |
| hermes-3-llama-3.1-405b | deepinfra | · | · | · | · | 131k | $1 | $1 | · |
| Hunyuan 4 Preview | tencent | · | · | · | · | 1M | $0.83 | $2.5 | · |
| Poolside Laguna S 2.1 | poolside | · | · | · | · | 262k | $0.00 | $0.00 | · |
| Poolside Laguna XS 2.1 | poolside | · | · | · | · | 262k | $0.00 | $0.00 | · |
| Mercury 2.5 | inception | · | · | · | · | 260k | $0.20 | $0.75 | · |
| mistral-nemo | novita | · | · | · | · | 60k | $0.04 | $0.17 | · |
| mistralai/Mistral-Nemo-Instruct-2407 | deepinfra | · | · | · | · | · | $0.019 | $0.03 | · |
| mythomax-l2-13b | deepinfra | · | · | · | · | 4k | $0.40 | $0.40 | · |
| Palmyra X5 | writer | · | · | · | · | 1M | $0.60 | $6 | · |
| Reka Edge | reka | · | · | · | · | 16k | $0.10 | $0.10 | · |
| Seed 2.0 Code | deepinfra | · | · | · | · | 256k | $0.50 | $3 | · |
| Seed 2.0 Mini | deepinfra | · | · | · | · | 256k | $0.10 | $0.40 | · |
| Seed 2.0 Pro | deepinfra | · | · | · | · | 256k | $0.50 | $3 | · |
| wizardlm-2-8x22b | novita | · | · | · | · | 66k | $0.62 | $0.62 | · |
| Jev 1.14decisions | TypeSafe | · | · | · | · | 32k | $0.042 | $0.00 | · |