Data · catalog
Every model, priced for agents
Every one of the 348 models Zumik routes across its five first-class providers - OpenAI, Anthropic, Google, xAI, and Fireworks. List prices hide what a coding agent really pays, so every model carries a 1-100 quality score, cache-read discounts, measured cache capture, and a live 1-100 speed score from a real round-trip probe. Sort by reuse-adjusted cost, not headline price.
348
Models in catalog
5
First-class providers
15
Profiled in depth
$0.00
Lowest cache-read / 1M
| Model | Quality | Context | Input | Output | Cache read | Reuse-adj | Capture | Speed |
|---|---|---|---|---|---|---|---|---|
| Claude Fable 5Unavailable Anthropic | 100 | 1M | $10.00 | $50.00 | $1.00 −90% | $16.29 | 94% | n/a |
| Claude Opus 4.8 Anthropic | 99 | 1M | $5.00 | $25.00 | $0.50 −90% | $8.14 | 94% | 71 |
| GPT-5.5 OpenAI | 99 | 1.1M | $5.00 | $30.00 | $0.50 −90% | $9.39 | 88% | 71 |
| Claude Opus 4.7 Anthropic | 98 | 1M | $5.00 | $25.00 | $0.50 −90% | $8.14 | 94% | 75 |
| Grok 4.20 Multi-AgentUnavailable xAI | 95 | 1M | $1.25 | $2.50 | $0.20 −84% | $1.13 | 78% | n/a |
| Claude Opus 4.6 Anthropic | 94 | 1M | $5.00 | $25.00 | $0.50 −90% | $8.14 | 94% | 64 |
| Antigravity Agent PreviewUnavailable Google | 94 | 131K | — | — | — | — | 74% | n/a |
| Deep Research Max Preview (Apr-21-2026)Unavailable Google | 94 | 131K | — | — | — | — | 75% | n/a |
| Deep Research Preview (Apr-21-2026)Unavailable Google | 94 | 131K | — | — | — | — | 75% | n/a |
| Deep Research Pro Preview (Dec-12-2025)Unavailable Google | 94 | 131K | — | — | — | — | 76% | n/a |
| Gemini 3.1 Pro Preview Google | 94 | 1M | $2.00 | $12.00 | $0.20 −90% | $3.76 | 83% | 51 |
| Gemini 3.5 Flash Google | 94 | 1M | $1.50 | $9.00 | $0.15 −90% | $2.82 | 85% | 21 |
| GPT-5.3 CodexUnavailable OpenAI | 94 | 400K | $1.75 | $14.00 | $0.17 −90% | $4.16 | 88% | n/a |
| Grok 4.20 (Reasoning) xAI | 93 | 1M | $1.25 | $2.50 | $0.20 −84% | $1.13 | 79% | 59 |
| GLM-5.2 Fireworks · open | 93 | 200K | — | — | — | — | 83% | — |
| Kimi K2.7 Code Fireworks · open | 91 | 262K | $0.95 | $4.00 | $0.19 −80% | $1.40 | 81% | 51 |
| Grok Build 0.1 xAI | 91 | 256K | $1.00 | $2.00 | $0.20 −80% | $0.92 | 80% | 59 |
| GPT-5-2025-08-07 OpenAI | 90 | 400K | $1.25 | $10.00 | $0.13 −90% | $2.97 | 88% | 55 |
| GPT-5.5-2026-04-23 OpenAI | 90 | 1.1M | $5.00 | $30.00 | $0.50 −90% | $9.39 | 88% | 66 |
| GLM 5.1 Fireworks · open | 89 | 203K | $1.40 | $4.40 | $0.26 −81% | $1.68 | 83% | 71 |
| Claude Sonnet 4.6 Anthropic | 88 | 1M | $3.00 | $15.00 | $0.30 −90% | $4.89 | 94% | 75 |
| Gemini 3 Pro PreviewUnavailable Google | 88 | 1M | $2.00 | $12.00 | $0.20 −90% | $3.76 | 84% | n/a |
| GPT-5.2 CodexUnavailable OpenAI | 88 | 400K | $1.75 | $14.00 | $0.17 −90% | $4.16 | 86% | n/a |
| Grok 4.20 (Non-Reasoning) xAI | 88 | 1M | $1.25 | $2.50 | $0.20 −84% | $1.13 | 77% | 97 |
| Claude Opus 4.5 Anthropic | 87 | 200K | $5.00 | $25.00 | $0.50 −90% | $8.14 | 91% | 68 |
| Kimi K2.6 Fireworks · open | 87 | 262K | $0.95 | $4.00 | $0.16 −83% | $1.39 | 82% | 46 |
| DeepSeek-V4-Pro Fireworks · open | 86 | 1M | $1.74 | $3.48 | $0.14 −92% | $1.52 | 81% | 74 |
| GPT-5.2 ProUnavailable OpenAI | 86 | 400K | $21.00 | $168.00 | $21.00 | $57.75 | 78% | n/a |
| GPT-5.4 Nano OpenAI | 86 | 400K | $0.20 | $1.25 | $0.02 −90% | $0.39 | 88% | 93 |
| GPT-5.5 ProUnavailable OpenAI | 86 | 1.1M | $30.00 | $180.00 | $30.00 | $67.50 | 80% | n/a |
| GPT-5 Pro OpenAI | 86 | 400K | $15.00 | $120.00 | $15.00 | $41.25 | 79% | 1 |
| Minimax M3 Fireworks · open | 85 | 512K | $0.30 | $1.20 | $0.06 −80% | $0.43 | 83% | 52 |
| Qwen3.6 27B Fireworks · open | 85 | 262K | — | — | — | — | 82% | 70 |
| Gemini Pro Latest Google | 85 | 1M | — | — | — | — | 76% | 52 |
| GPT-5.1 Codex MaxUnavailable OpenAI | 85 | 400K | $1.25 | $10.00 | $0.13 −90% | $2.97 | 87% | n/a |
| GPT-5.4 ProUnavailable OpenAI | 85 | 1.1M | $30.00 | $180.00 | $30.00 | $67.50 | 78% | n/a |
| Grok 4.3 xAI | 85 | 1M | $1.25 | $2.50 | $0.20 −84% | $1.13 | 79% | 64 |
| MiMo-V2.5-Pro Fireworks · open | 85 | 256K | — | — | — | — | 81% | 51 |
| Kimi K2.5 Fireworks · open | 84 | 262K | — | — | — | — | 81% | 66 |
| GPT-5.2-2025-12-11 OpenAI | 84 | 400K | $1.75 | $14.00 | $0.17 −90% | $4.16 | 87% | 82 |
| GPT-5.2 Pro-2025-12-11Unavailable OpenAI | 84 | 400K | $21.00 | $168.00 | $21.00 | $57.75 | 78% | n/a |
| GPT-5.4-2026-03-05 OpenAI | 83 | 1.1M | $2.50 | $15.00 | $0.25 −90% | $4.70 | 87% | 82 |
| GPT-5.4 Pro-2026-03-05Unavailable OpenAI | 83 | 1.1M | $30.00 | $180.00 | $30.00 | $67.50 | 79% | n/a |
| GPT-5 Codex OpenAI | 83 | 400K | $1.25 | $10.00 | $0.13 −90% | $2.97 | 88% | 78 |
| Claude Opus 4.1Unavailable Anthropic | 82 | 200K | $15.00 | $75.00 | $1.50 −90% | $24.43 | 91% | n/a |
| Gemini 2.5 Pro Google | 82 | 1M | $1.25 | $10.00 | $0.13 −90% | $2.97 | 84% | 51 |
| Gemini 3 Flash Preview Google | 82 | 1M | $0.50 | $3.00 | $0.05 −90% | $0.94 | 82% | 65 |
| GPT-5.1 Chat OpenAI | 82 | 128K | $1.25 | $10.00 | $0.13 −90% | $2.97 | 86% | 76 |
| GPT-5.2 OpenAI | 82 | 400K | $1.75 | $14.00 | $0.17 −90% | $4.16 | 87% | 84 |
| GPT-5.2 Chat OpenAI | 82 | 128K | $1.75 | $14.00 | $0.17 −90% | $4.16 | 87% | 68 |
| GPT-5.4 OpenAI | 82 | 1.1M | $2.50 | $15.00 | $0.25 −90% | $4.70 | 87% | 89 |
| GPT-5.5 Pro-2026-04-23Unavailable OpenAI | 82 | 1.1M | $30.00 | $180.00 | $30.00 | $67.50 | 80% | n/a |
| GPT-5 Pro-2025-10-06 OpenAI | 82 | 400K | $15.00 | $120.00 | $15.00 | $41.25 | 80% | 1 |
| Claude Sonnet 4.5 Anthropic | 81 | 200K | $3.00 | $15.00 | $0.30 −90% | $4.89 | 91% | 79 |
| DeepSeek-V4-Flash Fireworks · open | 81 | 1M | $0.14 | $0.28 | $0.03 −79% | $0.13 | 82% | 78 |
| GLM-4.7 Fireworks · open | 81 | 203K | — | — | — | — | 82% | 77 |
| GLM-5 Fireworks · open | 81 | 205K | $1.00 | $3.20 | $0.20 −80% | $1.22 | 82% | 71 |
| Kimi K2 Thinking Fireworks · open | 81 | 262K | $0.60 | $2.50 | $0.15 −75% | $0.89 | 83% | 63 |
| Qwen3.5 397B A17B Fireworks · open | 81 | 262K | — | — | — | — | 80% | 68 |
| Gemma 4 26B A4B IT Google · open | 81 | 262K | — | — | — | — | 76% | 19 |
| Gemma 4 31B IT Google · open | 81 | 262K | — | — | — | — | 75% | 42 |
| GPT-5 OpenAI | 81 | 400K | $1.25 | $10.00 | $0.13 −90% | $2.97 | 87% | 52 |
| GPT-5.1 CodexUnavailable OpenAI | 81 | 400K | $1.25 | $10.00 | $0.13 −90% | $2.97 | 87% | n/a |
| GPT-5.4 Mini OpenAI | 81 | 400K | $0.75 | $4.50 | $0.07 −90% | $1.41 | 86% | 90 |
| LongCat-Flash-Chat Fireworks · open | 81 | 256K | — | — | — | — | 82% | — |
| DeepSeek Prover V2 Fireworks · open | 80 | 164K | — | — | — | — | 82% | — |
| GLM-4.6 Fireworks · open | 80 | 203K | — | — | — | — | 82% | 70 |
| Qwen3 235B A22B Instruct 2507 Fireworks · open | 80 | 131K | $0.09 | $0.58 | $0.09 | $0.21 | 81% | 71 |
| Qwen3 VL 235B A22B Instruct Fireworks · open | 80 | 131K | $0.30 | $1.50 | $0.30 | $0.60 | 81% | 69 |
| Qwen3.5 27B Fireworks · open | 80 | 262K | — | — | — | — | 81% | 74 |
| GPT-5.1-2025-11-13 OpenAI | 80 | 400K | $1.25 | $10.00 | $0.13 −90% | $2.97 | 86% | 84 |
| Qwen3-Next-80B-A3B-Instruct Fireworks · open | 80 | 262K | — | — | — | — | 80% | 80 |
| Kimi K2 Instruct Fireworks · open | 79 | 131K | $0.57 | $2.30 | $0.57 | $1.00 | 81% | 63 |
| Kimi K2 Instruct 0905 Fireworks · open | 79 | 131K | $0.57 | $2.30 | $0.57 | $1.00 | 81% | 63 |
| Mistral Large 3 675B Instruct 2512 Fireworks · open | 79 | 256K | — | — | — | — | 81% | 71 |
| Qwen3 235B A22B Thinking 2507 Fireworks · open | 79 | 131K | $0.30 | $3.00 | $0.30 | $0.97 | 82% | 71 |
| Gemini Flash Latest Google | 79 | 1M | $0.30 | $2.50 | $0.07 −75% | $0.76 | 83% | 10 |
| GPT-5.1 OpenAI | 79 | 400K | $1.25 | $10.00 | $0.13 −90% | $2.97 | 86% | 84 |
| GLM-4.5 Fireworks · open | 78 | 131K | — | — | — | — | 80% | 52 |
| MiniMax M2.7 Fireworks · open | 78 | 197K | $0.30 | $1.20 | $0.06 −80% | $0.43 | 80% | 49 |
| Qwen3.6-35B-A3B Fireworks · open | 78 | 262K | — | — | — | — | 82% | 79 |
| Qwen3 VL 235B A22B Thinking Fireworks · open | 77 | 131K | $0.98 | $3.95 | $0.98 | $1.72 | 82% | 69 |
| GPT-5.4 Mini-2026-03-17 OpenAI | 77 | 400K | $0.75 | $4.50 | $0.07 −90% | $1.41 | 87% | 89 |
| GPT-5 Mini-2025-08-07 OpenAI | 77 | 400K | $0.25 | $2.00 | $0.03 −90% | $0.59 | 86% | 53 |
| o3-2025-04-16 OpenAI | 77 | 200K | $2.00 | $8.00 | $0.50 −75% | $2.88 | 85% | 73 |
| Claude Haiku 4.5 Anthropic | 76 | 200K | $1.00 | $5.00 | $0.10 −90% | $1.63 | 91% | 87 |
| Deepseek R1 05/28 Fireworks | 76 | 164K | $0.50 | $2.15 | $0.35 −30% | $0.85 | 80% | — |
| DeepSeek R1 (Basic) Fireworks · open | 76 | 164K | — | — | — | — | 82% | — |
| MiniMax-M2.5 Fireworks · open | 76 | 197K | — | — | — | — | 82% | 64 |
| Qwen3 30B A3B Thinking 2507 Fireworks · open | 76 | 262K | — | — | — | — | 81% | 79 |
| o3 OpenAI | 76 | 200K | $2.00 | $8.00 | $0.50 −75% | $2.88 | 84% | 65 |
| Ring-2.6-1T Fireworks · open | 76 | 262K | — | — | — | — | 81% | 61 |
| DeepSeek V3.1 Fireworks · open | 75 | 164K | — | — | — | — | 81% | — |
| Deepseek v3.2 Fireworks · open | 75 | 164K | — | — | — | — | 79% | — |
| MiniMax-M2.1 Fireworks · open | 75 | 197K | — | — | — | — | 80% | 62 |
| NVIDIA Nemotron 3 Ultra BF16 Fireworks · open | 74 | 262K | — | — | — | — | 81% | — |
| NVIDIA Nemotron 3 Ultra NVFP4 Fireworks · open | 74 | 262K | — | — | — | — | 80% | — |
| Qwen3 30B A3B Instruct 2507 Fireworks · open | 74 | 128K | $0.10 | $0.30 | $0.01 −90% | $0.11 | 81% | 79 |
| GPT-5 Chat OpenAI | 74 | 400K | $1.25 | $10.00 | $0.13 −90% | $2.97 | 85% | 98 |
| GPT-5 Nano-2025-08-07 OpenAI | 74 | 400K | $0.05 | $0.40 | $0.01 −90% | $0.12 | 86% | 61 |
| MiniMax-M2 Fireworks · open | 73 | 205K | $0.30 | $1.20 | $0.03 −90% | $0.41 | 80% | 61 |
| Gemini 2.5 Computer Use Preview 10-2025Unavailable Google | 73 | 131K | — | — | — | — | 74% | n/a |
| Gemini 2.5 Flash Google | 73 | 1M | $0.30 | $2.50 | $0.07 −75% | $0.76 | 82% | 91 |
| GPT-5.3 Chat OpenAI | 73 | 128K | $1.75 | $14.00 | $0.17 −90% | $4.16 | 86% | 74 |
| GPT-5.4 Nano-2026-03-17 OpenAI | 73 | 400K | $0.20 | $1.25 | $0.02 −90% | $0.39 | 84% | 87 |
| GPT-5 Mini OpenAI | 73 | 400K | $0.25 | $2.00 | $0.03 −90% | $0.59 | 86% | 54 |
| GLM-4.5-Air Fireworks · open | 72 | 131K | — | — | — | — | 79% | 57 |
| Qwen3 Coder 480B Instruct BF16 Fireworks · open | 72 | 262K | — | — | — | — | 82% | — |
| DeepSeek V3.1 Terminus Fireworks · open | 71 | 164K | — | — | — | — | 82% | — |
| Qwen3 Coder 480B A35B Instruct Fireworks · open | 71 | 262K | $1.50 | $7.50 | $1.50 | $3.00 | 79% | 70 |
| NVIDIA Nemotron 3 Super 120B A12B BF16 Fireworks · open | 70 | 256K | $0.30 | $0.90 | $0.30 | $0.45 | 81% | 68 |
| NVIDIA Nemotron 3 Super 120B A12B FP8 Fireworks · open | 70 | 256K | $0.30 | $0.90 | $0.30 | $0.45 | 81% | 68 |
| Gemini 3.1 Flash Lite Google | 70 | 1M | $0.25 | $1.50 | $0.03 −90% | $0.47 | 81% | 92 |
| Gemini 3.1 Flash Lite Preview Google | 70 | 1M | $0.25 | $1.50 | $0.03 −90% | $0.47 | 80% | 92 |
| o4 Mini OpenAI | 70 | 200K | $1.10 | $4.40 | $0.28 −75% | $1.58 | 84% | 68 |
| o4 Mini-deep-researchUnavailable OpenAI | 70 | 200K | $2.00 | $8.00 | $0.50 −75% | $2.88 | 84% | n/a |
| OpenAI gpt-oss-120b Fireworks · open | 69 | 131K | $0.15 | $0.60 | $0.01 −90% | $0.21 | 81% | 72 |
| Qwen3 235B A22B Fireworks · open | 69 | 131K | $0.70 | $2.80 | $0.70 | $1.22 | 79% | 71 |
| Qwen 3.5 122B A10B Fireworks · open | 69 | 262K | — | — | — | — | 80% | — |
| Qwen3.5 9B Fireworks · open | 69 | 262K | — | — | — | — | 79% | 54 |
| GPT-4.1-2025-04-14 OpenAI | 69 | 1M | $2.00 | $8.00 | $0.50 −75% | $2.88 | 86% | 91 |
| Deepseek V3 03-24 Fireworks · open | 68 | 164K | $0.27 | $1.12 | $0.14 −50% | $0.43 | 80% | — |
| GLM-4.7 Flash Fireworks · open | 67 | 203K | — | — | — | — | 80% | 77 |
| MiroThinker-1.7 Fireworks · open | 67 | 262K | — | — | — | — | 80% | — |
| o1 OpenAI | 67 | 200K | $15.00 | $60.00 | $7.50 −50% | $23.16 | 85% | 57 |
| o4 Mini-2025-04-16 OpenAI | 67 | 200K | $1.10 | $4.40 | $0.28 −75% | $1.58 | 85% | 70 |
| DeepSeek R1 (Fast) Fireworks · open | 66 | 164K | $3.00 | $7.00 | $3.00 | $4.00 | 80% | — |
| OpenAI gpt-oss-safeguard-120b Fireworks · open | 66 | 131K | — | — | — | — | 81% | — |
| NVIDIA Nemotron 3 Super 120B A12B NVFP4 Fireworks · open | 66 | 262K | — | — | — | — | 79% | — |
| o1-2024-12-17 OpenAI | 66 | 200K | $15.00 | $60.00 | $7.50 −50% | $23.16 | 85% | 56 |
| Qwen3 32B Fireworks · open | 65 | 131K | $0.70 | $2.80 | $0.70 | $1.22 | 80% | 74 |
| Step-3.7-Flash-NVFP4 Fireworks · open | 65 | 262K | — | — | — | — | 78% | — |
| Gemini Flash-Lite Latest Google | 65 | 1M | $0.10 | $0.40 | $0.03 −75% | $0.14 | 80% | 90 |
| OpenAI gpt-oss-20b Fireworks · open | 64 | 131K | $0.07 | $0.30 | $0.04 −50% | $0.11 | 79% | 69 |
| Gemini 2.0 FlashUnavailable Google | 64 | 1M | $0.10 | $0.40 | $0.03 −75% | $0.14 | 79% | n/a |
| Gemini 2.0 Flash 001Unavailable Google | 64 | 1M | $0.10 | $0.40 | $0.03 −75% | $0.14 | 81% | n/a |
| Gemini 2.0 Flash-Lite 001Unavailable Google | 64 | 1M | $0.07 | $0.30 | $0.07 | $0.13 | 75% | n/a |
| GPT-4.1 Mini-2025-04-14 OpenAI | 64 | 1M | $0.40 | $1.60 | $0.10 −75% | $0.58 | 84% | 88 |
| Gemini 2.5 Flash-Lite Google | 63 | 1M | $0.10 | $0.40 | $0.01 −90% | $0.14 | 80% | 98 |
| GPT-5 Nano OpenAI | 63 | 400K | $0.05 | $0.40 | $0.01 −90% | $0.12 | 84% | 62 |
| o3 Mini OpenAI | 63 | 200K | $1.10 | $4.40 | $0.55 −50% | $1.70 | 83% | 57 |
| o3 Mini-2025-01-31 OpenAI | 63 | 200K | $1.10 | $4.40 | $0.55 −50% | $1.70 | 85% | 58 |
| GPT-4.1 OpenAI | 62 | 1M | $2.00 | $8.00 | $0.50 −75% | $2.88 | 85% | 91 |
| o1 Pro OpenAI | 62 | 200K | $150.00 | $600.00 | $150.00 | $262.50 | 78% | 28 |
| o1 Pro-2025-03-19 OpenAI | 62 | 200K | $150.00 | $600.00 | $150.00 | $262.50 | 78% | 25 |
| Gemma 3 27B Instruct Fireworks · open | 61 | 98K | $0.12 | $0.20 | $0.12 | $0.14 | 80% | — |
| QWQ 32B Fireworks · open | 61 | 131K | — | — | — | — | 80% | 44 |
| Seed OSS 36B Instruct Fireworks · open | 61 | 524K | — | — | — | — | 80% | 49 |
| Qwen3 30B-A3B Fireworks · open | 60 | 41K | $0.09 | $0.45 | $0.09 | $0.18 | 78% | 79 |
| Qwen 3.5 35B A3B Fireworks · open | 60 | 262K | — | — | — | — | 80% | — |
| KAT Dev 32B Fireworks · open | 59 | 131K | — | — | — | — | 79% | — |
| DeepSeek V3 Fireworks · open | 58 | 131K | $1.25 | $1.25 | $1.25 | $1.25 | 78% | — |
| InternVL3 78B Fireworks · open | 58 | 16K | — | — | — | — | 79% | — |
| Gemini 2.0 Flash-LiteUnavailable Google | 58 | 1M | $0.07 | $0.30 | $0.07 | $0.13 | 76% | n/a |
| GPT-4.1 Mini OpenAI | 58 | 1M | $0.40 | $1.60 | $0.10 −75% | $0.58 | 84% | 90 |
| OpenAI gpt-oss-safeguard-20b Fireworks · open | 57 | 131K | $0.07 | $0.30 | $0.04 −51% | $0.12 | 79% | — |
| Qwen QWQ 32B Preview Fireworks · open | 57 | 33K | — | — | — | — | 77% | — |
| Llama 4 Maverick Instruct (Basic) Fireworks · open | 56 | 1M | — | — | — | — | 78% | 77 |
| Qwen3 VL 30B A3B Thinking Fireworks · open | 56 | 131K | $0.20 | $1.00 | $0.20 | $0.40 | 77% | 76 |
| Gemma 4 31B IT NVFP4 Fireworks · open | 55 | 262K | — | — | — | — | 79% | — |
| NVIDIA Nemotron 3 Nano Omni 30B A3B Fireworks · open | 55 | 262K | — | — | — | — | 78% | — |
| Qwen3 Coder 30B A3B Instruct Fireworks · open | 55 | 262K | $0.45 | $2.25 | $0.45 | $0.90 | 78% | 75 |
| Gemma 4 E4B Fireworks · open | 54 | 131K | — | — | — | — | 78% | — |
| GPT-4.1 Nano-2025-04-14 OpenAI | 54 | 1M | $0.10 | $0.40 | $0.03 −75% | $0.14 | 82% | 97 |
| DeepSeek V2.5 Fireworks · open | 53 | 33K | — | — | — | — | 78% | — |
| Gemma 3 12B Instruct Fireworks · open | 53 | 131K | $0.05 | $0.10 | $0.05 | $0.06 | 77% | — |
| Qwen2.5-Math 72B Instruct Fireworks · open | 53 | 4K | — | — | — | — | 79% | — |
| Qwen2.5-VL 72B Instruct Fireworks · open | 53 | 128K | — | — | — | — | 79% | — |
| Qwen3 4B Fireworks · open | 53 | 128K | $0.03 | $0.03 | $0.03 | $0.03 | 77% | — |
| Qwen 3 4B Instruct 2507 Fireworks · open | 53 | 262K | — | — | — | — | 77% | — |
| GPT-4o-2024-05-13 OpenAI | 53 | 128K | $5.00 | $15.00 | $5.00 | $7.50 | 78% | 98 |
| Cogito v1 Preview Llama 70B Fireworks · open | 52 | 131K | — | — | — | — | 79% | — |
| DeepSeek R1 Distill Qwen 32B Fireworks · open | 52 | 64K | $0.30 | $0.30 | $0.30 | $0.30 | 79% | — |
| Nous Hermes Llama2 70B Fireworks · open | 52 | 4K | — | — | — | — | 78% | — |
| Qwen2.5 72B Instruct Fireworks · open | 52 | 33K | — | — | — | — | 78% | — |
| Nano Banana ProUnavailable Google | 52 | 131K | — | — | — | — | 75% | n/a |
| GPT-4o-2024-08-06 OpenAI | 52 | 128K | $2.50 | $10.00 | $1.25 −50% | $3.86 | 81% | 88 |
| GPT-4o-2024-11-20 OpenAI | 52 | 128K | $2.50 | $10.00 | $1.25 −50% | $3.86 | 81% | 96 |
| GPT-4o Mini-2024-07-18 OpenAI | 52 | 128K | $0.15 | $0.60 | $0.07 −50% | $0.23 | 82% | 85 |
| DeepSeek R1 0528 Distill Qwen3 8B Fireworks · open | 51 | 131K | — | — | — | — | 77% | — |
| InternVL3 38B Fireworks · open | 51 | 16K | — | — | — | — | 78% | — |
| Llama 3.1 405B Instruct Fireworks · open | 51 | 131K | — | — | — | — | 77% | 70 |
| Cogito v1 Preview Qwen 32B Fireworks · open | 50 | 131K | — | — | — | — | 78% | — |
| DeepSeek R1 Distill Llama 70B Fireworks · open | 50 | 8K | $0.80 | $0.80 | $0.80 | $0.80 | 77% | 49 |
| DeepSeek R1 Distill Qwen 14B Fireworks · open | 50 | 33K | $0.15 | $0.15 | $0.15 | $0.15 | 79% | — |
| Llama 4 Scout Instruct (Basic) Fireworks · open | 50 | 1M | — | — | — | — | 77% | 76 |
| Ministral 3 14B Instruct 2512 Fireworks · open | 50 | 256K | — | — | — | — | 78% | 76 |
| Qwen3 14B Fireworks · open | 50 | 131K | $0.35 | $1.40 | $0.35 | $0.61 | 77% | 70 |
| Qwen3 VL 30B A3B Instruct Fireworks · open | 50 | 131K | $0.20 | $0.70 | $0.20 | $0.33 | 77% | 76 |
| GLM-4.5V Fireworks · open | 49 | 131K | — | — | — | — | 78% | 53 |
| Llama 3.1 Nemotron 70B Fireworks · open | 49 | 131K | — | — | — | — | 78% | 74 |
| Ministral 3 8B Instruct 2512 Fireworks · open | 49 | 256K | — | — | — | — | 79% | 77 |
| NVIDIA Nemotron Nano 9B v2 Fireworks · open | 49 | 128K | — | — | — | — | 78% | 78 |
| Qwen2.5-Coder 32B Instruct 128K Fireworks · open | 49 | 131K | — | — | — | — | 79% | — |
| Qwen2.5-Coder 32B Instruct 32K RoPE Fireworks · open | 49 | 33K | — | — | — | — | 79% | — |
| Qwen2.5-Coder 32B Instruct 64k Fireworks · open | 49 | 66K | — | — | — | — | 77% | — |
| Qwen2.5-VL 32B Instruct Fireworks · open | 49 | 128K | — | — | — | — | 78% | — |
| GPT-4o OpenAI | 49 | 128K | $2.50 | $10.00 | $1.25 −50% | $3.86 | 84% | 89 |
| Gemma 2B Instruct Fireworks · open | 48 | 8K | — | — | — | — | 76% | — |
| Llama 3.3 70B Instruct Fireworks · open | 48 | 131K | — | — | — | — | 78% | 75 |
| NVIDIA Nemotron Nano 2 VL Fireworks · open | 48 | 131K | — | — | — | — | 77% | — |
| Qwen2.5-Coder 32B Instruct Fireworks · open | 48 | 33K | — | — | — | — | 76% | — |
| Qwen3-VL-8B-Instruct Fireworks · open | 48 | 131K | $0.08 | $0.50 | $0.08 | $0.18 | 76% | 78 |
| GPT-4-turbo OpenAI | 48 | 128K | $10.00 | $30.00 | $10.00 | $15.00 | 79% | 81 |
| GPT-4-turbo-2024-04-09 OpenAI | 48 | 128K | $10.00 | $30.00 | $10.00 | $15.00 | 79% | 79 |
| NVIDIA Nemotron Nano 12B v2 Fireworks · open | 47 | 128K | — | — | — | — | 76% | — |
| Qwen2-VL 72B Instruct Fireworks · open | 47 | 33K | — | — | — | — | 78% | — |
| Qwen2.5 32B Instruct Fireworks · open | 47 | 33K | — | — | — | — | 78% | — |
| Qwen3 8B Fireworks · open | 47 | 131K | $0.18 | $0.70 | $0.18 | $0.31 | 77% | 70 |
| GPT-4.1 Nano OpenAI | 47 | 1M | $0.10 | $0.40 | $0.03 −75% | $0.14 | 82% | 100 |
| DeepSeek R1 Distill Llama 8B Fireworks · open | 46 | 131K | — | — | — | — | 76% | — |
| ERNIE-4.5-21B-A3B-PT Fireworks · open | 46 | 131K | — | — | — | — | 78% | — |
| FARE-20B Fireworks · open | 46 | 131K | — | — | — | — | 76% | — |
| Llama 3.1 70B Instruct Fireworks · open | 46 | 131K | — | — | — | — | 78% | 65 |
| GPT-4 OpenAI | 46 | 8K | $30.00 | $60.00 | $30.00 | $37.50 | 78% | 77 |
| GPT-4-0613 OpenAI | 46 | 8K | $30.00 | $60.00 | $30.00 | $37.50 | 80% | 77 |
| GPT-4o Mini OpenAI | 46 | 128K | $0.15 | $0.60 | $0.07 −50% | $0.23 | 83% | 88 |
| Code Llama 70B Instruct Fireworks · open | 45 | 4K | — | — | — | — | 76% | — |
| DeepSeek Coder 33B Instruct Fireworks · open | 45 | 16K | — | — | — | — | 76% | — |
| Gemma 3 4B Instruct Fireworks · open | 45 | 131K | — | — | — | — | 76% | — |
| Llama 3.2 90B Vision Instruct Fireworks · open | 45 | 131K | — | — | — | — | 76% | 69 |
| Ministral 3 3B Instruct 2512 Fireworks · open | 45 | 256K | — | — | — | — | 77% | 82 |
| Qwen2.5 14B Instruct Fireworks · open | 45 | 33K | — | — | — | — | 78% | — |
| Qwen2.5 72B Fireworks · open | 45 | 131K | — | — | — | — | 76% | — |
| Qwen2.5-Coder 14B Instruct Fireworks · open | 45 | 33K | — | — | — | — | 76% | — |
| Qwen3 Omni 30B A3B Instruct Fireworks · open | 44 | 66K | $0.25 | $0.97 | $0.25 | $0.43 | 76% | 75 |
| Cogito v1 Preview Qwen 14B Fireworks · open | 43 | 131K | — | — | — | — | 77% | — |
| DeepSeek R1 Distill Qwen 7B Fireworks · open | 43 | 131K | — | — | — | — | 77% | — |
| DeepSeek V2 Lite Chat Fireworks · open | 43 | 164K | — | — | — | — | 76% | — |
| Dolphin 2.9.2 Qwen2 72B Fireworks · open | 43 | 131K | — | — | — | — | 77% | — |
| KAT Dev 72B Exp Fireworks · open | 43 | 131K | — | — | — | — | 78% | — |
| Llama 2 7B Chat Fireworks · open | 43 | 4K | — | — | — | — | 78% | 62 |
| Mixtral MoE 8x22B Instruct Fireworks · open | 43 | 66K | — | — | — | — | 77% | — |
| Qwen2.5 14B Instruct Fireworks · open | 43 | 33K | — | — | — | — | 78% | — |
| Qwen2.5-Coder 7B Instruct Fireworks · open | 43 | 33K | — | — | — | — | 77% | — |
| DeepSeek R1 Distill Qwen 1.5B Fireworks · open | 42 | 131K | — | — | — | — | 78% | — |
| Gemma 7B Instruct Fireworks · open | 42 | 8K | — | — | — | — | 76% | — |
| Llama 3.2 11B Vision Instruct Fireworks · open | 42 | 131K | — | — | — | — | 77% | 74 |
| MythoMax L2 13B Fireworks · open | 42 | 4K | $0.09 | $0.09 | $0.09 | $0.09 | 77% | — |
| Nous Hermes Llama2 13B Fireworks · open | 42 | 4K | — | — | — | — | 77% | — |
| Pythia 12B Fireworks · open | 42 | 2K | — | — | — | — | 77% | — |
| DeepSeek Coder V2 Lite Base Fireworks · open | 41 | 164K | — | — | — | — | 76% | — |
| DeepSeek Coder V2 Lite Instruct Fireworks · open | 41 | 164K | — | — | — | — | 77% | — |
| Devstral-Small-2505 Fireworks · open | 41 | 128K | $0.10 | $0.30 | $0.10 | $0.15 | 76% | — |
| Mistral Small 24B Instruct 2501 Fireworks · open | 41 | 33K | — | — | — | — | 77% | — |
| Mixtral MoE 8x7B Instruct Fireworks · open | 41 | 33K | — | — | — | — | 75% | — |
| Qwen2.5 7B Instruct Fireworks · open | 41 | 33K | — | — | — | — | 78% | — |
| Qwen2.5-VL 7B Instruct Fireworks · open | 41 | 128K | — | — | — | — | 77% | — |
| Qwen3 1.7B Fireworks · open | 41 | 131K | — | — | — | — | 76% | — |
| DeepSeek Coder 7B Base Fireworks · open | 40 | 4K | — | — | — | — | 77% | — |
| DeepSeek Coder 7B Base v1.5 Fireworks · open | 40 | 4K | — | — | — | — | 76% | — |
| DeepSeek Coder 7B Instruct v1.5 Fireworks · open | 40 | 4K | — | — | — | — | 77% | — |
| Mistral 7B Fireworks · open | 40 | 33K | — | — | — | — | 77% | 79 |
| Molmo2-8B Fireworks · open | 40 | 37K | — | — | — | — | 77% | — |
| Qwen2.5 32B Fireworks · open | 40 | 131K | — | — | — | — | 77% | — |
| Qwen2.5-Coder 32B Fireworks · open | 40 | 33K | — | — | — | — | 76% | — |
| CodeGemma 7B Fireworks · open | 39 | 8K | — | — | — | — | 75% | — |
| Cogito v1 Preview Llama 8B Fireworks · open | 39 | 131K | — | — | — | — | 75% | — |
| Llama Guard v2 8B Fireworks · open | 39 | 8K | — | — | — | — | 76% | — |
| Llama Guard 3 8B Fireworks · open | 39 | 131K | — | — | — | — | 75% | — |
| Qwen3 0.6B Fireworks · open | 39 | 41K | — | — | — | — | 75% | — |
| InternVL3 8B Fireworks · open | 38 | 16K | — | — | — | — | 77% | — |
| Llama Guard 7B Fireworks · open | 38 | 4K | — | — | — | — | 77% | — |
| Nous Hermes Llama2 7B Fireworks · open | 38 | 4K | — | — | — | — | 78% | — |
| Qwen2.5 7B Fireworks · open | 38 | 131K | — | — | — | — | 77% | — |
| Rolm OCR Fireworks · open | 38 | 128K | — | — | — | — | 75% | — |
| CodeQwen 1.5 7B Fireworks · open | 37 | 66K | — | — | — | — | 76% | — |
| Dolphin 2.6 Mixtral 8x7b Fireworks · open | 37 | 33K | — | — | — | — | 76% | — |
| Gemma 7B Fireworks · open | 37 | 8K | — | — | — | — | 75% | — |
| Mixtral MoE 8x7B Instruct (HF version) Fireworks · open | 37 | 33K | — | — | — | — | 77% | — |
| Molmo2-4B Fireworks · open | 37 | 37K | — | — | — | — | 76% | — |
| Qwen2.5 14B Fireworks · open | 37 | 131K | — | — | — | — | 75% | — |
| Qwen2.5-Coder 14B Fireworks · open | 37 | 33K | — | — | — | — | 75% | — |
| Qwen2.5-VL 3B Instruct Fireworks · open | 37 | 128K | — | — | — | — | 75% | — |
| Llama 2 7B Fireworks · open | 36 | 4K | — | — | — | — | 75% | 62 |
| Llama 3 70B Instruct Fireworks · open | 36 | 8K | — | — | — | — | 75% | 67 |
| Llama 3 70B Instruct (HF version) Fireworks · open | 36 | 8K | — | — | — | — | 77% | 67 |
| Mixtral Moe 8x22B Fireworks · open | 36 | 66K | — | — | — | — | 76% | — |
| Qwen2-VL 7B Instruct Fireworks · open | 36 | 33K | — | — | — | — | 76% | — |
| Qwen2.5-Coder 7B Fireworks · open | 36 | 33K | — | — | — | — | 76% | — |
| Qwen2.5-Coder 3B Instruct Fireworks · open | 35 | 33K | — | — | — | — | 76% | — |
| Firesearch OCR V6 Fireworks · open | 34 | 8K | — | — | — | — | 75% | — |
| Llama 3.1 8B Instruct Fireworks · open | 34 | 131K | — | — | — | — | 75% | 82 |
| Qwen2 72B Instruct Fireworks · open | 34 | 33K | — | — | — | — | 76% | — |
| Qwen2 7B Instruct Fireworks · open | 34 | 33K | — | — | — | — | 75% | — |
| Qwen2.5 7B Fireworks · open | 34 | 131K | — | — | — | — | 77% | — |
| Code Llama 70B Fireworks · open | 33 | 4K | — | — | — | — | 74% | — |
| DeepSeek Coder 1.3B Base Fireworks · open | 33 | 16K | — | — | — | — | 75% | — |
| Mistral Nemo Base 2407 Fireworks · open | 33 | 128K | — | — | — | — | 75% | — |
| Mistral Nemo Instruct 2407 Fireworks · open | 33 | 128K | — | — | — | — | 74% | — |
| Qwen2.5 1.5B Instruct Fireworks · open | 33 | 33K | — | — | — | — | 75% | — |
| Qwen2.5-Coder 1.5B Instruct Fireworks · open | 33 | 33K | — | — | — | — | 74% | — |
| Cogito v1 Preview Llama 3B Fireworks · open | 32 | 131K | — | — | — | — | 76% | — |
| Gemma 2 9B Instruct Fireworks · open | 32 | 8K | — | — | — | — | 76% | — |
| Phi-3 Mini 128k Instruct Fireworks · open | 32 | 131K | — | — | — | — | 75% | — |
| Phi-3.5 Vision Instruct Fireworks · open | 32 | 32K | — | — | — | — | 76% | — |
| Qwen2-VL 2B Instruct Fireworks · open | 31 | 33K | — | — | — | — | 76% | — |
| Code Llama 70B Python Fireworks · open | 30 | 4K | — | — | — | — | 75% | — |
| CodeGemma 2B Fireworks · open | 30 | 8K | — | — | — | — | 76% | — |
| Qwen1.5 72B Chat Fireworks · open | 29 | 33K | — | — | — | — | 74% | — |
| Qwen2.5 0.5B Instruct Fireworks · open | 29 | 33K | — | — | — | — | 74% | — |
| Qwen2.5-Coder 0.5B Instruct Fireworks · open | 29 | 33K | — | — | — | — | 75% | — |
| Qwen2.5-Coder 3B Fireworks · open | 28 | 33K | — | — | — | — | 75% | — |
| Hermes 2 Pro Mistral 7B Fireworks · open | 27 | 33K | — | — | — | — | 76% | — |
| Llama Guard v3 1B Fireworks · open | 27 | 131K | — | — | — | — | 74% | — |
| Llama 3 8B Instruct Fireworks · open | 27 | 8K | — | — | — | — | 76% | 74 |
| Llama 3 8B Instruct (HF version) Fireworks · open | 27 | 8K | — | — | — | — | 76% | 74 |
| Mistral 7B Instruct v0.3 Fireworks · open | 27 | 33K | — | — | — | — | 76% | — |
| Nous Capybara 7B V1.9 Fireworks · open | 27 | 33K | — | — | — | — | 75% | — |
| OpenHermes 2 Mistral 7B Fireworks · open | 27 | 33K | — | — | — | — | 74% | — |
| Mistral 7B OpenOrca Fireworks · open | 27 | 33K | — | — | — | — | 76% | — |
| Snorkel Mistral PairRM DPO Fireworks · open | 27 | 33K | — | — | — | — | 76% | — |
| Toppy M 7B Fireworks · open | 27 | 33K | — | — | — | — | 76% | — |
| GPT-3.5-turbo-0125 OpenAI | 27 | 16K | $0.50 | $1.50 | $0.00 −100% | $0.54 | 79% | 77 |
| GPT-3.5-turbo-1106 OpenAI | 27 | 16K | $0.50 | $1.50 | $0.00 −100% | $0.54 | 80% | 78 |
| GPT-3.5-turbo-16k OpenAI | 27 | 16K | — | — | — | — | 79% | 92 |
| GPT-3.5-turbo-instructUnavailable OpenAI | 27 | 4K | — | — | — | — | 80% | n/a |
| GPT-3.5-turbo-instruct-0914Unavailable OpenAI | 27 | 4K | — | — | — | — | 79% | n/a |
| Code Llama 7B Instruct Fireworks · open | 26 | 16K | — | — | — | — | 73% | — |
| Qwen2.5-Coder 1.5B Fireworks · open | 26 | 33K | — | — | — | — | 74% | — |
| Code Llama 34B Python Fireworks · open | 25 | 16K | — | — | — | — | 76% | — |
| Phind CodeLlama 34B Python v1 Fireworks · open | 25 | 16K | — | — | — | — | 75% | — |
| Phind CodeLlama 34B v1 Fireworks · open | 25 | 16K | — | — | — | — | 76% | — |
| Phind CodeLlama 34B v2 Fireworks · open | 25 | 16K | — | — | — | — | 75% | — |
| Chronos Hermes 13B v2 Fireworks · open | 23 | 4K | — | — | — | — | 75% | — |
| Code Llama 13B Instruct Fireworks · open | 23 | 16K | — | — | — | — | 75% | — |
| Code Llama 13B Python Fireworks · open | 23 | 16K | — | — | — | — | 76% | — |
| Code Llama 7B Fireworks · open | 23 | 16K | — | — | — | — | 75% | — |
| Qwen2.5-Coder 0.5B Fireworks · open | 22 | 33K | — | — | — | — | 74% | — |
| Llama 3 8B Fireworks · open | 19 | 8K | — | — | — | — | 74% | 74 |
| OpenChat 3.5 0106 Fireworks · open | 19 | 8K | — | — | — | — | 73% | — |
| GPT-3.5-turbo OpenAI | 19 | 16K | $0.50 | $1.50 | $0.00 −100% | $0.54 | 80% | 89 |
| Nouse Hermes 2 Mixtral 8x7B DPO Fireworks · open | 16 | 33K | — | — | — | — | 73% | — |
| Code Llama 13B Fireworks · open | 15 | 16K | — | — | — | — | 72% | — |
| Llama 2 70B Fireworks · open | 15 | 4K | — | — | — | — | 74% | — |
| Llama 3.2 3B Instruct Fireworks · open | 14 | 131K | — | — | — | — | 74% | 69 |
| Mistral 7B Instruct v0.2 Fireworks · open | 14 | 33K | — | — | — | — | 73% | — |
| Mixtral 8x7B v0.1 Fireworks · open | 14 | 33K | — | — | — | — | 72% | — |
| OpenHermes 2.5 Mistral 7B Fireworks · open | 12 | 33K | — | — | — | — | 73% | — |
| Llama 2 13B Chat Fireworks · open | 11 | 4K | — | — | — | — | 74% | — |
| Code Llama 34B Instruct Fireworks · open | 9 | 16K | — | — | — | — | 72% | — |
| Llama 3.2 1B Instruct Fireworks · open | 8 | 131K | — | — | — | — | 73% | 74 |
| Llama 3.2 3B Fireworks · open | 7 | 131K | — | — | — | — | 73% | 69 |
| Mistral 7B v0.2 Fireworks · open | 7 | 33K | — | — | — | — | 73% | — |
| Zephyr 7B Beta Fireworks · open | 6 | 33K | — | — | — | — | 72% | — |
| Llama 2 13B Fireworks · open | 4 | 4K | — | — | — | — | 73% | — |
| Code Llama 34B Fireworks · open | 1 | 16K | — | — | — | — | 73% | — |
| Llama 3.2 1B Fireworks · open | 1 | 131K | — | — | — | — | 70% | 74 |
Showing 348 of 348 models across OpenAI, Anthropic, Google, xAI, and Fireworks. Quality is a single 1–100 scale from public coding-arena standings, with an independent intelligence index and a calibrated estimate covering models the arena doesn’t; Speed is a 1–100 latency score, higher is faster — from a live round-trip probe through the API where we have one, otherwise from an independent end-to-end response-time measurement. “—” means not yet measured and “n/a” means currently unavailable. A “—” in a price column means no published per-token list price. Prices are USD per 1M tokens; reuse-adjusted blends input at the assumed reuse against the cache-read rate, plus a 25% output share.
Method
The reuse-adjusted column blends input price against the cache-read rate at your assumed reuse, plus a 25% output share. Capture rates come from the prompt-cache capture benchmark. Read how the providers differ on prompt caching.
Route to the right model by intent.
Use aliases like code.fast and auto.cheapest, and let Zumik resolve to the best model under policy.