Nemotron 3.5 Content Safety is $0.3 cheaper per 1M input tokens (60% lower; 2.5x difference).
API cost decision in 10 seconds
Seed-2.0-Code vs Nemotron 3.5 Content Safety
Pick Nemotron 3.5 Content Safety for lower cost; pick Seed-2.0-Code only if the larger context window matters more.
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Data confirmed:
Prices normalized to USD per 1M tokens
Sample workload: 1M input + 500K output
Budget verdict
Pick Nemotron 3.5 Content Safety for lower cost; pick Seed-2.0-Code only if the larger context window matters more.
On the standard 1M input plus 500K output workload, Nemotron 3.5 Content Safety is estimated at $0.3 vs $2 for Seed-2.0-Code, saving $1.7 (85% lower).
Cost-first pickNemotron 3.5 Content Safety
Context-first pickSeed-2.0-Code
Sample savings$1.785%
10x traffic gap$17
Seed-2.0-Code has more context, but Nemotron 3.5 Content Safety saves $1.7 on the standard workload. At 10x that traffic, the same price gap is about $17. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
Nemotron 3.5 Content Safety stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | Seed-2.0-Code | Nemotron 3.5 Content Safety |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Nemotron 3.5 Content Safety | $4 | $1.1 |
| Balanced workload | 1M input + 1M output | Nemotron 3.5 Content Safety | $3.5 | $0.4 |
| Output-heavy chatbot | 1M input + 5M output | Nemotron 3.5 Content Safety | $15.5 | $1.2 |
Nemotron 3.5 Content Safety is $2.8 cheaper per 1M output tokens (93.3% lower; 15x difference).
Seed-2.0-Code has 131.07K more context (2x larger).
Nemotron 3.5 Content Safety is $1.7 cheaper on the standard workload (85% 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
Nemotron 3.5 Content Safety has the lower input price; Nemotron 3.5 Content Safety has the lower output price; Seed-2.0-Code offers the larger context window. For the 1M input plus 500K output sample, Nemotron 3.5 Content Safety is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $2 for Seed-2.0-Code and $0.3 for Nemotron 3.5 Content Safety.
Choose Seed-2.0-Code when you care most about larger context window.
Choose Nemotron 3.5 Content Safety when you care most about lower input-token price, and lower output-token price.
- On the standard 1M input plus 500K output workload, Nemotron 3.5 Content Safety is estimated at $0.3 vs $2 for Seed-2.0-Code, saving $1.7 (85% lower).
- Nemotron 3.5 Content Safety is $1.7 cheaper on the standard workload (85% lower).
- Nemotron 3.5 Content Safety is $0.3 cheaper per 1M input tokens (60% lower; 2.5x difference).
- Nemotron 3.5 Content Safety is $2.8 cheaper per 1M output tokens (93.3% lower; 15x difference).
- Seed-2.0-Code has 131.07K more context (2x larger).
| Feature | Seed-2.0-Code (ByteDance Seed) | Nemotron 3.5 Content Safety (NVIDIA) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.5 | $0.2 |
| Completion Price per 1M tokens | $3 | $0.2 |
| Sample Workload Cost 1M input + 500K output | $2 | $0.3 |
| Context Window | 262.14K | 131.07K |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | Nemotron 3.5 Content Safety | On the standard 1M input plus 500K output workload, Nemotron 3.5 Content Safety is estimated at $0.3 vs $2 for Seed-2.0-Code, saving $1.7 (85% lower). |
| High-volume input processing | Nemotron 3.5 Content Safety | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | Nemotron 3.5 Content Safety | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | Seed-2.0-Code | A larger context window leaves more room for retrieved passages, conversation history, or source files. |
Related Alternatives
- Seed 1.6 Flash can replace Seed-2.0-Code when lower sample workload cost matters most: $0.22.
- Seed-2.0-Mini can replace Seed-2.0-Code when lower sample workload cost matters most: $0.3.
- Seed-2.0-Lite can replace Seed-2.0-Code when lower sample workload cost matters most: $1.25.
- Seed 1.6 can replace Seed-2.0-Code when lower sample workload cost matters most: $1.25.
- Grok 4.20 Multi-Agent offers 2M context with $2.5 sample workload cost.
- Grok 4.20 offers 2M context with $2.5 sample workload cost.
- GLM 5.3 Flash offers 1.31M context with $0.2 sample workload cost.
- DeepSeek V4 Flash 0731 offers 1.31M context with $0.15 sample workload cost.
- GLM 5.3 Flash · Z.ai · #1
- GPT-5.6 Luna · OpenAI · #2
- DeepSeek V4 Flash 0731 · DeepSeek · #3
- Hy4 preview · Tencent · #4
Cheaper alternatives
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Open NVIDIA modelsSeed 2.0 Code is a model from ByteDance Seed optimized for agentic coding. It is suited for frontend development, multilingual programming tasks, and coding-agent workflows in tools such as Claude...
NVIDIA Nemotron 3.5 Content Safety is a compact 4B-parameter multimodal guardrail model from NVIDIA, fine-tuned from Google Gemma-3-4B. It moderates both inputs to and responses from LLMs and VLMs, accepting...