Models are included when their public model metadata indicates coding, programming, developer, software, or code generation use cases.
Best LLM API Models for Coding
This guide highlights models whose public metadata indicates coding, programming, developer, or software-oriented use cases.
50Models listed
1M input + 500K outputCost example tokens
USD / 1MNormalized prices
Quick shortlist
Start with DeepSeek V4 Flash 0731.
This guide starts with coding-oriented models and practical popularity signals so developers can shortlist options faster.
The ranking is a discovery aid, not a final recommendation. Always compare the model against your workload and verify provider pricing before production use.
Model Ranking
Browse all models| Model | Provider | Prompt | Output | Sample cost | Your Cost | Context | Popularity | Release |
|---|---|---|---|---|---|---|---|---|
| 🔥DeepSeek V4 Flash 0731 | DeepSeek | $0.08 | $0.18 | $0.17 | $0.17 | 1.31M | #1 | |
| New🔥Ox Alpha | stealth | $0 | $0 | $0 | $0 | 1.05M | #4 | |
| 🔥GLM 5.2 | Z.ai | $0.966 | $3.036 | $2.48 | $2.48 | 1.05M | #8 | |
| 🔥Claude Opus 5 | Anthropic | $5 | $25 | $17.5 | $17.5 | 1M | #9 | |
| 🔥DeepSeek V4 Pro 0423 | DeepSeek | $0.3969 | $0.7938 | $0.79 | $0.79 | 1.05M | #10 | |
| 🔥Laguna S 2.1 (free) | Poolside | $0 | $0 | $0 | $0 | 262.14K | #11 | |
| New🔥Gemini 3.7 Flash | $0.375 | $1.875 | $1.31 | $1.31 | 1.05M | #12 | ||
| 🔥Gemini 3.6 Flash | $0.75 | $3.75 | $2.62 | $2.62 | 1.05M | #13 | ||
| 🔥Kimi K3 | MoonshotAI | $3 | $15 | $10.5 | $10.5 | 1.05M | #14 | |
| 🔥GPT-5.6 Sol | OpenAI | $2 | $10 | $7 | $7 | 1.05M | #15 | |
| 🔥Claude Sonnet 5 | Anthropic | $2 | $10 | $7 | $7 | 1M | #16 | |
| 🔥Gemini 3 Flash Preview | $0.5 | $3 | $2 | $2 | 1.05M | #18 | ||
| NewMuse Spark 1.2 Contributor | Meta | $0.1 | $0.2 | $0.2 | $0.2 | 1.05M | ||
| NewGLM 5.3 | Z.ai | $1.4 | $4.4 | $3.6 | $3.6 | 1.05M | ||
| NewQwen3.8 27B | Qwen | $0.4 | $3 | $1.9 | $1.9 | 1M | ||
| NewGemini 3.7 Flash (batch) | $0.1875 | $0.9375 | $0.66 | $0.66 | 1.05M | |||
| NewSeed 2.1 Turbo | ByteDance Seed | $0.5 | $2.5 | $1.75 | $1.75 | 262.14K | ||
| NewSeed-2.0-Code | ByteDance Seed | $0.5 | $3 | $2 | $2 | 262.14K | ||
| NewGrok 4.6 | SpaceXAI | $2 | $6 | $5 | $5 | 500K | ||
| NewLFM2.5-2.6B (free) | LiquidAI | $0 | $0 | $0 | $0 | 65.54K | ||
| Qwen3.7 Flash | Qwen | $0.03 | $0.13 | $0.1 | $0.1 | 1M | ||
| Claude Opus 5 (batch) | Anthropic | $2.5 | $12.5 | $8.75 | $8.75 | 1M | ||
| Ling-3.0-flash | inclusionAI | $0.021 | $0.063 | $0.05 | $0.05 | 262.14K | ||
| Ling-3.0-flash (free) | inclusionAI | $0 | $0 | $0 | $0 | 262.14K | ||
| Laguna S 2.1 | Poolside | $0.09 | $0.18 | $0.18 | $0.18 | 1.05M | ||
| Gemini 3.6 Flash (batch) | $0.375 | $1.875 | $1.31 | $1.31 | 1.05M | |||
| LongCat 2.0 | Meituan | $0.3 | $1.2 | $0.9 | $0.9 | 1.05M | ||
| Inkling | Thinking Machines | $1 | $4.05 | $3.02 | $3.02 | 1.05M | ||
| Inkling (batch) | Thinking Machines | $1 | $4.05 | $3.02 | $3.02 | 524.29K | ||
| Inkling (free) | Thinking Machines | $0 | $0 | $0 | $0 | 262.14K | ||
| KAT-Coder-Air V2.5 | Kwaipilot | $0.15 | $0.6 | $0.45 | $0.45 | 256K | ||
| KAT-Coder-Pro V2.5 | Kwaipilot | $0.74 | $2.96 | $2.22 | $2.22 | 256K | ||
| GPT-5.6 Luna Pro | OpenAI | $0.2 | $1.2 | $0.8 | $0.8 | 1.05M | ||
| GPT-5.6 Luna Pro (batch) | OpenAI | $0.1 | $0.6 | $0.4 | $0.4 | 1.05M | ||
| GPT-5.6 Terra Pro | OpenAI | $2 | $12 | $8 | $8 | 1.05M | ||
| GPT-5.6 Terra Pro (batch) | OpenAI | $1 | $6 | $4 | $4 | 1.05M | ||
| GPT-5.6 Terra | OpenAI | $2 | $12 | $8 | $8 | 1.05M | ||
| GPT-5.6 Terra (batch) | OpenAI | $1 | $6 | $4 | $4 | 1.05M | ||
| GPT-5.6 Sol Pro | OpenAI | $2 | $10 | $7 | $7 | 1.05M | ||
| GPT-5.6 Sol Pro (batch) | OpenAI | $1 | $5 | $3.5 | $3.5 | 1.05M | ||
| GPT-5.6 Sol (batch) | OpenAI | $1 | $5 | $3.5 | $3.5 | 1.05M | ||
| Grok 4.5 | SpaceXAI | $2 | $6 | $5 | $5 | 500K | ||
| Laguna XS 2.1 | Poolside | $0.06 | $0.12 | $0.12 | $0.12 | 262.14K | ||
| Laguna XS 2.1 (free) | Poolside | $0 | $0 | $0 | $0 | 262.14K | ||
| Claude Sonnet 5 (batch) | Anthropic | $1 | $5 | $3.5 | $3.5 | 1M | ||
| Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image) | $0.25 | $1.5 | $1 | $1 | 65.54K | |||
| Nex-N2-Mini | Nex AGI | $0.025 | $0.1 | $0.08 | $0.08 | 262.14K | ||
| North Mini Code (free) | Cohere | $0 | $0 | $0 | $0 | 256K | ||
| GLM 5.2 (batch) | Z.ai | $1.4 | $4.4 | $3.6 | $3.6 | 1.05M | ||
| GLM 5.2 (free) | Z.ai | $0 | $0 | $0 | $0 | 256K |
Pricing FAQ
How is the sample workload cost calculated?
The sample workload uses 1,000,000 input tokens plus 500,000 output tokens, then applies each model's normalized USD price per 1 million tokens.
Why do input and output token prices matter separately?
Many applications are output-token heavy, while retrieval and classification workloads may be input-token heavy. Comparing both prices helps avoid picking a model that is cheap for the wrong workload shape.
Should I verify prices before production use?
Yes. AI Model Matrix normalizes public pricing metadata for comparison, but provider availability, limits, and prices can change. Always verify the final contract or provider dashboard before production use.
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