Ring-2.6-1T is $0.15 cheaper per 1M input tokens (65.9% lower; 2.93x difference).
API cost decision in 10 seconds
Qwen3 Coder 480B A35B vs NewRing-2.6-1T
Pick Ring-2.6-1T for lower cost; pick Qwen3 Coder 480B A35B only if the larger context window matters more.
Page updated:
Data confirmed:
Prices normalized to USD per 1M tokens
Sample workload: 1M input + 500K output
Budget verdict
Pick Ring-2.6-1T for lower cost; pick Qwen3 Coder 480B A35B only if the larger context window matters more.
On the standard 1M input plus 500K output workload, Ring-2.6-1T is estimated at $0.39 vs $1.12 for Qwen3 Coder 480B A35B, saving $0.73 (65.4% lower).
Cost-first pickRing-2.6-1T
Context-first pickQwen3 Coder 480B A35B
Sample savings$0.7365.4%
10x traffic gap$7.33
Qwen3 Coder 480B A35B has more context, but Ring-2.6-1T saves $0.73 on the standard workload. At 10x that traffic, the same price gap is about $7.33. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
Ring-2.6-1T stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | Qwen3 Coder 480B A35B | Ring-2.6-1T |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Ring-2.6-1T | $2 | $0.69 |
| Balanced workload | 1M input + 1M output | Ring-2.6-1T | $2.02 | $0.7 |
| Output-heavy chatbot | 1M input + 5M output | Ring-2.6-1T | $9.22 | $3.2 |
Ring-2.6-1T is $1.18 cheaper per 1M output tokens (65.3% lower; 2.88x difference).
Qwen3 Coder 480B A35B has 786.43K more context (4x larger).
Ring-2.6-1T is $0.73 cheaper on the standard workload (65.4% lower).
Estimate your workload cost
Your Workload Cost
This estimate uses normalized public API pricing per 1M tokens. It is a planning aid, not a billing quote. Verify provider pricing, limits, and terms before production use.
Quick Decision
Ring-2.6-1T has the lower input price; Ring-2.6-1T has the lower output price; Qwen3 Coder 480B A35B offers the larger context window. For the 1M input plus 500K output sample, Ring-2.6-1T is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $1.12 for Qwen3 Coder 480B A35B and $0.39 for Ring-2.6-1T.
Choose Qwen3 Coder 480B A35B when you care most about larger context window.
Choose Ring-2.6-1T when you care most about lower input-token price, and lower output-token price.
- On the standard 1M input plus 500K output workload, Ring-2.6-1T is estimated at $0.39 vs $1.12 for Qwen3 Coder 480B A35B, saving $0.73 (65.4% lower).
- Ring-2.6-1T is $0.73 cheaper on the standard workload (65.4% lower).
- Ring-2.6-1T is $0.15 cheaper per 1M input tokens (65.9% lower; 2.93x difference).
- Ring-2.6-1T is $1.18 cheaper per 1M output tokens (65.3% lower; 2.88x difference).
- Qwen3 Coder 480B A35B has 786.43K more context (4x larger).
| Feature | Qwen3 Coder 480B A35B (Qwen) | NewRing-2.6-1T (inclusionAI) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.22 | $0.075 |
| Completion Price per 1M tokens | $1.8 | $0.625 |
| Sample Workload Cost 1M input + 500K output | $1.12 | $0.39 |
| Context Window | 1.05M | 262.14K |
| Release Date | ||
| Popularity | #81 | #93 |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | Ring-2.6-1T | On the standard 1M input plus 500K output workload, Ring-2.6-1T is estimated at $0.39 vs $1.12 for Qwen3 Coder 480B A35B, saving $0.73 (65.4% lower). |
| High-volume input processing | Ring-2.6-1T | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | Ring-2.6-1T | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | Qwen3 Coder 480B A35B | A larger context window leaves more room for retrieved passages, conversation history, or source files. |
Related Alternatives
- Qwen3 Next 80B A3B Instruct (free) can replace Qwen3 Coder 480B A35B when lower sample workload cost matters most: $0.
- Qwen3 Coder 480B A35B (free) can replace Qwen3 Coder 480B A35B when lower sample workload cost matters most: $0.
- Qwen2.5 7B Instruct can replace Qwen3 Coder 480B A35B when lower sample workload cost matters most: $0.09.
- Qwen3.5-9B can replace Qwen3 Coder 480B A35B when lower sample workload cost matters most: $0.11.
- Llama 4 Scout offers 10M context with $0.23 sample workload cost.
- Owl Alpha offers 1.05M context with $0 sample workload cost.
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Open inclusionAI modelsQwen3-Coder-480B-A35B-Instruct is a Mixture-of-Experts (MoE) code generation model developed by the Qwen team. It is optimized for agentic coding tasks such as function calling, tool use, and long-context reasoning over...
Ring-2.6-1T is a 1T-parameter-scale thinking model with 63B active parameters, built for real-world agent workflows that require both strong capability and operational efficiency. It is optimized for coding agents, tool...