Nemotron 3.5 Lightning is $0.02 cheaper per 1M input tokens (20% lower; 1.25x difference).
API cost decision in 10 seconds
NewGranite 4.2 8B vs Nemotron 3.5 Lightning
Pick Granite 4.2 8B for lower cost; pick Nemotron 3.5 Lightning only if the larger context window matters more.
Budget verdict
Pick Granite 4.2 8B for lower cost; pick Nemotron 3.5 Lightning only if the larger context window matters more.
On the standard 1M input plus 500K output workload, Granite 4.2 8B is estimated at $0.17 vs $0.18 for Nemotron 3.5 Lightning, saving $0.005 (2.8% lower).
Nemotron 3.5 Lightning has more context, but Granite 4.2 8B saves $0.005 on the standard workload. At 10x that traffic, the same price gap is about $0.05. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
Cost winner changes by workload shape: input-heavy / RAG favors Nemotron 3.5 Lightning, balanced workload favors Granite 4.2 8B, and output-heavy chatbot favors Granite 4.2 8B.
| Workload shape | Token mix | Better pick | Granite 4.2 8B | Nemotron 3.5 Lightning |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Nemotron 3.5 Lightning | $0.57 | $0.5 |
| Balanced workload | 1M input + 1M output | Granite 4.2 8B | $0.25 | $0.28 |
| Output-heavy chatbot | 1M input + 5M output | Granite 4.2 8B | $0.85 | $1.08 |
Granite 4.2 8B is $0.05 cheaper per 1M output tokens (25% lower; 1.33x difference).
Nemotron 3.5 Lightning has 131.07K more context (2x larger).
Granite 4.2 8B is $0.005 cheaper on the standard workload (2.8% 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 Lightning has the lower input price; Granite 4.2 8B has the lower output price; Nemotron 3.5 Lightning offers the larger context window. For the 1M input plus 500K output sample, Granite 4.2 8B is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $0.17 for Granite 4.2 8B and $0.18 for Nemotron 3.5 Lightning.
Choose Granite 4.2 8B when you care most about lower output-token price.
Choose Nemotron 3.5 Lightning when you care most about lower input-token price, and larger context window.
- On the standard 1M input plus 500K output workload, Granite 4.2 8B is estimated at $0.17 vs $0.18 for Nemotron 3.5 Lightning, saving $0.005 (2.8% lower).
- Granite 4.2 8B is $0.005 cheaper on the standard workload (2.8% lower).
- Nemotron 3.5 Lightning is $0.02 cheaper per 1M input tokens (20% lower; 1.25x difference).
- Granite 4.2 8B is $0.05 cheaper per 1M output tokens (25% lower; 1.33x difference).
- Nemotron 3.5 Lightning has 131.07K more context (2x larger).
| Feature | NewGranite 4.2 8B (IBM) | Nemotron 3.5 Lightning (NVIDIA) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.1 | $0.08 |
| Completion Price per 1M tokens | $0.15 | $0.2 |
| Sample Workload Cost 1M input + 500K output | $0.17 | $0.18 |
| Context Window | 131.07K | 262.14K |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | Granite 4.2 8B | On the standard 1M input plus 500K output workload, Granite 4.2 8B is estimated at $0.17 vs $0.18 for Nemotron 3.5 Lightning, saving $0.005 (2.8% lower). |
| High-volume input processing | Nemotron 3.5 Lightning | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | Granite 4.2 8B | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | Nemotron 3.5 Lightning | A larger context window leaves more room for retrieved passages, conversation history, or source files. |
Related Alternatives
- Granite 4.0 Micro can replace Granite 4.2 8B when lower sample workload cost matters most: $0.07.
- Granite 4.1 8B can replace Granite 4.2 8B when lower sample workload cost matters most: $0.1.
- Nemotron 3 Ultra (free) can replace Nemotron 3.5 Lightning when lower sample workload cost matters most: $0.
- Nemotron 3.5 Lightning (free) can replace Nemotron 3.5 Lightning when lower sample workload cost matters most: $0.
- DeepSeek V4 Flash 0731 offers 1.31M context with $0.15 sample workload cost.
- GLM 5.3 Flash offers 1.31M context with $0.2 sample workload cost.
- DeepSeek V4 Flash Latest offers 1.31M context with $0.13 sample workload cost.
- Owl Alpha offers 1.05M context with $0 sample workload cost.
- DeepSeek V4 Flash 0731 · DeepSeek · #1
- MiMo-V2.5 · Xiaomi · #2
- GPT-5.6 Luna · OpenAI · #3
- Hy3 · Tencent · #4
Cheaper alternatives
Review low-cost models sorted by a standard 1M input plus 500K output workload.
Open cheapest modelsLarger context alternatives
Find models with larger context windows for RAG, long documents, and codebase review.
Open largest context modelsProvider catalogs
Compare models within provider hubs before choosing a final API vendor.
Open provider hubsIBM catalog
Review all tracked IBM models before deciding whether this matchup is the right shortlist.
Open IBM modelsNVIDIA catalog
Check other NVIDIA models with comparable pricing, context, or release timing.
Open NVIDIA modelsGranite 4.2 8B is a dense reasoning model from IBM. It is suited for mathematics, code generation, multilingual dialogue, and agentic workflows that need multi-step reasoning. It supports full, low-effort,...
NVIDIA Nemotron 3.5 Lightning is an open mixture-of-experts model from NVIDIA, with 3B active parameters out of 30B total. It is suited for high-throughput agentic workloads and specialized tasks that...