Llama Guard 4 12B vs Nemotron 4 340B
Llama Guard 4 12B (2025) and Nemotron 4 340B (2025) are compact production models from AI at Meta and NVIDIA AI. Llama Guard 4 12B ships a 164k-token context window, while Nemotron 4 340B ships a 4k-token context window. On pricing, Llama Guard 4 12B costs $0.18/1M input tokens versus $4.20/1M for the alternative. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.
Llama Guard 4 12B is ~2233% cheaper at $0.18/1M; pay for Nemotron 4 340B only for provider fit.
Decision scorecard
Local evidence first| Signal | Llama Guard 4 12B | Nemotron 4 340B |
|---|---|---|
| Best for | provider-routed production | provider-routed production |
| Decision fit | RAG, Long context, and Classification | Classification and JSON / Tool use |
| Context window | 164k | 4k |
| Cheapest output | $0.18/1M tokens | $4.20/1M tokens |
| Provider routes | 3 tracked | 2 tracked |
| Shared benchmarks | 0 shared | 0 shared |
Decision tradeoffs
- 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 route flexibility.
- Local decision data tags Llama Guard 4 12B for RAG, Long context, and Classification.
- Local decision data tags Nemotron 4 340B for Classification and JSON / Tool use.
Monthly cost at traffic
Estimate token spend from the cheapest tracked input and output route or tier on this page.
Llama Guard 4 12B
$189
Cheapest tracked route/tier: OpenRouter
Nemotron 4 340B
$4,410
Cheapest tracked route/tier: DeepInfra
Estimated monthly gap: $4,221. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.
Switch friction
- Provider overlap exists on NVIDIA NIM; start route-level A/B tests there.
- Nemotron 4 340B is $4.02/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
- Provider overlap exists on NVIDIA NIM; start route-level A/B tests there.
- Llama Guard 4 12B is $4.02/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
Specs
| Specification | ||
|---|---|---|
| Released | 2025-04-05 | 2025-02-27 |
| Context window | 164k | 4k |
| Parameters | 12B | 340B |
| Architecture | Decoder Only | Decoder Only |
| License | Llama 2 Community | NVIDIA Open Model |
| Openness | Open weights | Open weights |
| Weights | Unknown | Unknown |
| Code | Unknown | Unknown |
| Commercial use | Commercial use: conditional | Commercial use: permitted |
| Knowledge cutoff | 2024-08 | - |
Pricing and availability
| Pricing attribute | Llama Guard 4 12B | Nemotron 4 340B |
|---|---|---|
| Input price | $0.18/1M tokens | $4.20/1M tokens |
| Output price | $0.18/1M tokens | $4.20/1M tokens |
| Providers |
Capabilities
| Capability | Llama Guard 4 12B | Nemotron 4 340B |
|---|---|---|
| Vision | No | No |
| Multimodal | No | No |
| Reasoning | No | No |
| JSON / Tool use | No | No |
| Structured outputs | Yes | Yes |
| Code execution | No | No |
| IDE integration | No | No |
| Computer use | No | No |
| Parallel agents | No | No |
Benchmarks
No shared benchmark scores are currently available for this pair.
Continue comparing
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Last reviewed: 2026-07-09. Data sourced from public model cards and provider documentation.