Granite 3.3 8B Instruct vs Llama Guard 4 12B
Granite 3.3 8B Instruct (2025) and Llama Guard 4 12B (2025) are compact production models from IBM Research and AI at Meta. Granite 3.3 8B Instruct ships a 128K-token context window, while Llama Guard 4 12B ships a 164K-token context window. On pricing, Granite 3.3 8B Instruct costs $0.03/1M input tokens versus $0.18/1M for the alternative. This comparison covers specs, pricing, capabilities, benchmarks, provider availability, and production fit.
Granite 3.3 8B Instruct is ~500% cheaper at $0.03/1M; pay for Llama Guard 4 12B only for long-context analysis.
Decision scorecard
Local evidence first| Signal | Granite 3.3 8B Instruct | Llama Guard 4 12B |
|---|---|---|
| Decision fit | RAG, Agents, and Long context | RAG, Long context, and Classification |
| Context window | 128K | 164K |
| Cheapest output | $0.25/1M tokens | $0.18/1M tokens |
| Provider routes | 2 tracked | 3 tracked |
| Shared benchmarks | 0 rows | 0 rows |
Decision tradeoffs
- 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.
- Llama Guard 4 12B has the larger context window for long prompts, retrieval packs, or transcript analysis.
- Llama Guard 4 12B has the lower cheapest tracked output price at $0.18/1M tokens.
- Llama Guard 4 12B has broader tracked provider coverage for fallback and procurement flexibility.
- Llama Guard 4 12B uniquely exposes Structured outputs in local model data.
- Local decision data tags Llama Guard 4 12B for RAG, Long context, and Classification.
Monthly cost at traffic
Estimate token spend from the cheapest tracked input and output prices on this page.
Granite 3.3 8B Instruct
$86.50
Cheapest tracked route: Replicate API
Llama Guard 4 12B
$189
Cheapest tracked route: OpenRouter
Estimated monthly gap: $103. Batch, cache, and negotiated pricing are excluded from this local estimate.
Switch friction
- Provider overlap exists on NVIDIA NIM and Replicate API; start route-level A/B tests there.
- Llama Guard 4 12B is $0.07/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
- Check replacement coverage for Function calling and Tool use before moving production traffic.
- Llama Guard 4 12B adds Structured outputs in local capability data.
- Provider overlap exists on NVIDIA NIM and Replicate API; start route-level A/B tests there.
- Granite 3.3 8B Instruct is $0.07/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
- Check replacement coverage for Structured outputs 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 | 2025-04-05 |
| Context window | 128K | 164K |
| Parameters | 8B | — |
| Architecture | decoder only | decoder only |
| License | Apache 2.0 | Open Source |
| Knowledge cutoff | 2024-04 | 2024-08 |
Pricing and availability
| Pricing attribute | Granite 3.3 8B Instruct | Llama Guard 4 12B |
|---|---|---|
| Input price | $0.03/1M tokens | $0.18/1M tokens |
| Output price | $0.25/1M tokens | $0.18/1M tokens |
| Providers |
Capabilities
| Capability | Granite 3.3 8B Instruct | Llama Guard 4 12B |
|---|---|---|
| Vision | No | No |
| Multimodal | No | No |
| Reasoning | No | No |
| Function calling | Yes | No |
| Tool use | Yes | No |
| Structured outputs | No | Yes |
| Code execution | No | No |
Benchmarks
No shared benchmark rows are currently sourced for this pair.
Deep dive
The capability footprint differs most on function calling: Granite 3.3 8B Instruct, tool use: Granite 3.3 8B Instruct, and structured outputs: Llama Guard 4 12B. 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.
For cost, Granite 3.3 8B Instruct lists $0.03/1M input and $0.25/1M output tokens, while Llama Guard 4 12B lists $0.18/1M input and $0.18/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts Granite 3.3 8B Instruct lower by about $0.08 per million blended tokens. Availability is 2 providers versus 3, so concentration risk also matters.
Choose Granite 3.3 8B Instruct when provider fit and lower input-token cost are central to the workload. Choose Llama Guard 4 12B when long-context analysis, larger context windows, and broader provider choice 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 Llama Guard 4 12B?
Llama Guard 4 12B supports 164K 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.
Which is cheaper, Granite 3.3 8B Instruct or Llama Guard 4 12B?
Granite 3.3 8B Instruct is cheaper on tracked token pricing. Granite 3.3 8B Instruct costs $0.03/1M input and $0.25/1M output tokens. Llama Guard 4 12B costs $0.18/1M input and $0.18/1M output tokens. Provider discounts or batch pricing can still change the final bill.
Is Granite 3.3 8B Instruct or Llama Guard 4 12B open source?
Granite 3.3 8B Instruct is listed under Apache 2.0. Llama Guard 4 12B is listed under Open Source. 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 function calling, Granite 3.3 8B Instruct or Llama Guard 4 12B?
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.
Which is better for tool use, Granite 3.3 8B Instruct or Llama Guard 4 12B?
Granite 3.3 8B Instruct has the clearer documented tool use signal in this comparison. If tool use 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 Llama Guard 4 12B?
Granite 3.3 8B Instruct is available on NVIDIA NIM and Replicate API. Llama Guard 4 12B is available on NVIDIA NIM, Replicate API, and OpenRouter. Provider coverage can affect latency, region availability, compliance posture, and fallback options.
Continue comparing
Last reviewed: 2026-05-11. Data sourced from public model cards and provider documentation.