Granite 3.3 8B Instruct vs Nemotron 3 Content Safety
Granite 3.3 8B Instruct (2025) and Nemotron 3 Content Safety (2026) are compact production models from IBM Research and NVIDIA AI. Granite 3.3 8B Instruct ships a 128k-token context window, while Nemotron 3 Content Safety ships a 131k-token context window. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.
Nemotron 3 Content Safety is safer overall; choose Granite 3.3 8B Instruct when provider fit matters.
Decision scorecard
Local evidence first| Signal | Granite 3.3 8B Instruct | Nemotron 3 Content Safety |
|---|---|---|
| Best for | tool-calling agents and provider-routed production | multimodal apps |
| Decision fit | RAG, Agents, and Long context | Long context, Vision, and Classification |
| Context window | 128k | 131k |
| Cheapest output | $0.25/1M tokens | - |
| Provider routes | 2 tracked | 0 tracked |
| Shared benchmarks | 0 rows | 0 rows |
Decision tradeoffs
- Granite 3.3 8B Instruct has broader tracked provider coverage for fallback and procurement flexibility.
- Granite 3.3 8B Instruct uniquely exposes Function calling and Tool use in local model data.
- Local decision data tags Granite 3.3 8B Instruct for RAG, Agents, and Long context.
- Nemotron 3 Content Safety has the larger context window for long prompts, retrieval packs, or transcript analysis.
- Nemotron 3 Content Safety uniquely exposes Vision and Multimodal in local model data.
- Local decision data tags Nemotron 3 Content Safety for Long context, Vision, and Classification.
Monthly cost at traffic
Estimate token spend from the cheapest tracked input and output route or tier on this page.
Granite 3.3 8B Instruct
$86.50
Cheapest tracked route/tier: Replicate API
Nemotron 3 Content Safety
Unavailable
No complete token price in local provider data
Cost delta unavailable until both models have sourced input and output token prices.
Switch friction
- No overlapping tracked provider route is sourced for Granite 3.3 8B Instruct and Nemotron 3 Content Safety; plan for SDK, billing, or endpoint changes.
- Check replacement coverage for Function calling and Tool use before moving production traffic.
- Nemotron 3 Content Safety adds Vision and Multimodal in local capability data.
- No overlapping tracked provider route is sourced for Nemotron 3 Content Safety and Granite 3.3 8B Instruct; plan for SDK, billing, or endpoint changes.
- Check replacement coverage for Vision and Multimodal before moving production traffic.
- Granite 3.3 8B Instruct adds Function calling and Tool use in local capability data.
Specs
| Specification | ||
|---|---|---|
| Released | 2025-03-01 | 2026-03-20 |
| Context window | 128k | 131k |
| Parameters | 8B | 4B |
| Architecture | decoder only | decoder only |
| License | Apache 2.0 | Apache 2.0 |
| Knowledge cutoff | 2024-04 | - |
Pricing and availability
| Pricing attribute | Granite 3.3 8B Instruct | Nemotron 3 Content Safety |
|---|---|---|
| Input price | $0.03/1M tokens | - |
| Output price | $0.25/1M tokens | - |
| Providers | - |
Capabilities
| Capability | Granite 3.3 8B Instruct | Nemotron 3 Content Safety |
|---|---|---|
| Vision | No | Yes |
| Multimodal | No | Yes |
| Reasoning | No | No |
| Function calling | Yes | No |
| Tool use | Yes | No |
| Structured outputs | No | No |
| Code execution | No | No |
| IDE integration | No | No |
| Computer use | No | No |
| Parallel agents | No | No |
Benchmarks
No shared benchmark rows are currently sourced for this pair.
Deep dive
The capability footprint differs most on vision: Nemotron 3 Content Safety, multimodal input: Nemotron 3 Content Safety, function calling: Granite 3.3 8B Instruct, and tool use: Granite 3.3 8B Instruct. Both models share the core language-model surface, so the practical split is not just feature count. Use those differences to decide whether the page is about raw model quality, agentic coding support, multimodal ingestion, or predictable structured API behavior.
Pricing coverage is uneven: Granite 3.3 8B Instruct has $0.03/1M input tokens and Nemotron 3 Content Safety has no token price sourced yet. Provider availability is 2 tracked routes versus 0. Treat unknown pricing as an integration gap, then verify the route you will actually call before estimating production spend.
Choose Granite 3.3 8B Instruct when provider fit and broader provider choice are central to the workload. Choose Nemotron 3 Content Safety when long-context analysis and larger context windows are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship. This keeps the decision grounded in measurable tradeoffs instead of brand-level assumptions.
FAQ
Which has a larger context window, Granite 3.3 8B Instruct or Nemotron 3 Content Safety?
Nemotron 3 Content Safety supports 131k tokens, while Granite 3.3 8B Instruct supports 128k tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.
Is Granite 3.3 8B Instruct or Nemotron 3 Content Safety open source?
Granite 3.3 8B Instruct is listed under Apache 2.0. Nemotron 3 Content Safety is listed under Apache 2.0. License labels affect whether you can self-host, redistribute weights, or rely only on hosted APIs, so confirm the upstream license before deployment.
Which is better for vision, Granite 3.3 8B Instruct or Nemotron 3 Content Safety?
Nemotron 3 Content Safety has the clearer documented vision signal in this comparison. If vision is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.
Which is better for multimodal input, Granite 3.3 8B Instruct or Nemotron 3 Content Safety?
Nemotron 3 Content Safety has the clearer documented multimodal input signal in this comparison. If multimodal input is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.
Which is better for function calling, Granite 3.3 8B Instruct or Nemotron 3 Content Safety?
Granite 3.3 8B Instruct has the clearer documented function calling signal in this comparison. If function calling is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.
Where can I run Granite 3.3 8B Instruct and Nemotron 3 Content Safety?
Granite 3.3 8B Instruct is available on NVIDIA NIM and Replicate API. Nemotron 3 Content Safety is available on the tracked providers still being sourced. Provider coverage can affect latency, region availability, compliance posture, and fallback options.
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Last reviewed: 2026-05-14. Data sourced from public model cards and provider documentation.