Granite 4.1 8B is $0.15 cheaper per 1M input tokens (75% lower; 4x difference).
API cost decision in 10 seconds
Nemotron 3.5 Content Safety vs Granite 4.1 8B
Pick Granite 4.1 8B when budget is the priority.
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Data confirmed:
Prices normalized to USD per 1M tokens
Sample workload: 1M input + 500K output
Budget verdict
Pick Granite 4.1 8B when budget is the priority.
On the standard 1M input plus 500K output workload, Granite 4.1 8B is estimated at $0.1 vs $0.3 for Nemotron 3.5 Content Safety, saving $0.2 (66.7% lower).
Cost-first pickGranite 4.1 8B
Context-first pickBoth models
Sample savings$0.266.7%
10x traffic gap$2
The reported context window is tied, so cost and provider fit carry more weight. At 10x that traffic, the same price gap is about $2. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
Granite 4.1 8B stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | Nemotron 3.5 Content Safety | Granite 4.1 8B |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Granite 4.1 8B | $1.1 | $0.3 |
| Balanced workload | 1M input + 1M output | Granite 4.1 8B | $0.4 | $0.15 |
| Output-heavy chatbot | 1M input + 5M output | Granite 4.1 8B | $1.2 | $0.55 |
Granite 4.1 8B is $0.1 cheaper per 1M output tokens (50% lower; 2x difference).
Both models report the same context window at 131.07K tokens.
Granite 4.1 8B is $0.2 cheaper on the standard workload (66.7% 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
Granite 4.1 8B has the lower input price; Granite 4.1 8B has the lower output price; both models report the same context window. For the 1M input plus 500K output sample, Granite 4.1 8B is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $0.3 for Nemotron 3.5 Content Safety and $0.1 for Granite 4.1 8B.
Choose Nemotron 3.5 Content Safety when its provider, model quality, latency, or availability is more important than the numeric price/context winner.
Choose Granite 4.1 8B when you care most about lower input-token price, and lower output-token price.
- On the standard 1M input plus 500K output workload, Granite 4.1 8B is estimated at $0.1 vs $0.3 for Nemotron 3.5 Content Safety, saving $0.2 (66.7% lower).
- Granite 4.1 8B is $0.2 cheaper on the standard workload (66.7% lower).
- Granite 4.1 8B is $0.15 cheaper per 1M input tokens (75% lower; 4x difference).
- Granite 4.1 8B is $0.1 cheaper per 1M output tokens (50% lower; 2x difference).
- Both models report the same context window at 131.07K tokens.
| Feature | Nemotron 3.5 Content Safety (NVIDIA) | Granite 4.1 8B (IBM) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.2 | $0.05 |
| Completion Price per 1M tokens | $0.2 | $0.1 |
| Sample Workload Cost 1M input + 500K output | $0.3 | $0.1 |
| Context Window | 131.07K | 131.07K |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | Granite 4.1 8B | On the standard 1M input plus 500K output workload, Granite 4.1 8B is estimated at $0.1 vs $0.3 for Nemotron 3.5 Content Safety, saving $0.2 (66.7% lower). |
| High-volume input processing | Granite 4.1 8B | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | Granite 4.1 8B | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | Tie | A larger context window leaves more room for retrieved passages, conversation history, or source files. |
Related Alternatives
- Nemotron 3 Ultra (free) can replace Nemotron 3.5 Content Safety when lower sample workload cost matters most: $0.
- Nemotron 3.5 Lightning (free) can replace Nemotron 3.5 Content Safety when lower sample workload cost matters most: $0.
- Nemotron 3.5 Content Safety (free) can replace Nemotron 3.5 Content Safety when lower sample workload cost matters most: $0.
- Nemotron 3 Nano Omni (free) can replace Nemotron 3.5 Content Safety when lower sample workload cost matters most: $0.
- 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 Flash Latest offers 1.31M context with $0.2 sample workload cost.
- DeepSeek V4 Flash Latest offers 1.31M context with $0.13 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 IBM modelsNVIDIA 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...
Granite 4.1 8B is a dense, decoder-only 8-billion-parameter language model from IBM, part of the Granite 4.1 family. It supports a 131K-token context window and is designed for enterprise tasks...