Llama 3.1 Nemotron Nano VL 8B v1 vs Magistral Small 2506
Llama 3.1 Nemotron Nano VL 8B v1 (2025) and Magistral Small 2506 (2025) are frontier reasoning models from NVIDIA AI and MistralAI. Llama 3.1 Nemotron Nano VL 8B v1 ships a 4k-token context window, while Magistral Small 2506 ships a 128k-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.
Magistral Small 2506 fits 32x more tokens; pick it for long-context work and Llama 3.1 Nemotron Nano VL 8B v1 for tighter calls.
Decision scorecard
Local evidence first| Signal | Llama 3.1 Nemotron Nano VL 8B v1 | Magistral Small 2506 |
|---|---|---|
| Best for | multimodal apps | reasoning-heavy apps |
| Decision fit | Vision | Long context |
| Context window | 4k | 128k |
| Cheapest output | - | - |
| Provider routes | 1 tracked | 1 tracked |
| Shared benchmarks | 0 shared | 0 shared |
Decision tradeoffs
- Llama 3.1 Nemotron Nano VL 8B v1 uniquely exposes Vision and Multimodal in local model data.
- Local decision data tags Llama 3.1 Nemotron Nano VL 8B v1 for Vision.
- Magistral Small 2506 has the larger context window for long prompts, retrieval packs, or transcript analysis.
- Magistral Small 2506 uniquely exposes Reasoning in local model data.
- Local decision data tags Magistral Small 2506 for Long context.
Monthly cost at traffic
Estimate token spend from the cheapest tracked input and output route or tier on this page.
Llama 3.1 Nemotron Nano VL 8B v1
Unavailable
No complete token price in local provider data
Magistral Small 2506
Unavailable
No complete token price in local provider data
Cost delta unavailable until both models have sourced input and output token prices.
Switch friction
- Provider overlap exists on NVIDIA NIM; start route-level A/B tests there.
- Check replacement coverage for Vision and Multimodal before moving production traffic.
- Magistral Small 2506 adds Reasoning in local capability data.
- Provider overlap exists on NVIDIA NIM; start route-level A/B tests there.
- Check replacement coverage for Reasoning before moving production traffic.
- Llama 3.1 Nemotron Nano VL 8B v1 adds Vision and Multimodal in local capability data.
Specs
| Specification | ||
|---|---|---|
| Released | 2025-03-01 | 2025-06-10 |
| Context window | 4k | 128k |
| Parameters | 8B | 24B |
| Architecture | Decoder Only | Decoder Only |
| License | Llama 3 Community | Apache 2.0OSI-approved |
| Openness | Open weights | Open source |
| Weights | Unknown | Unknown |
| Code | Unknown | Unknown |
| Commercial use | Commercial use: conditional | Commercial use: permitted |
| Knowledge cutoff | - | 2025-06 |
Pricing and availability
| Pricing attribute | Llama 3.1 Nemotron Nano VL 8B v1 | Magistral Small 2506 |
|---|---|---|
| Input price | - | - |
| Output price | - | - |
| Providers |
Pricing not yet sourced for either model.
Capabilities
| Capability | Llama 3.1 Nemotron Nano VL 8B v1 | Magistral Small 2506 |
|---|---|---|
| Vision | Yes | No |
| Multimodal | Yes | No |
| Reasoning | No | Yes |
| JSON / Tool use | No | 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 scores are currently available for this pair.
Continue comparing
- Llama 3.1 Nemotron Nano VL 8B v1 vs Phi-4 Mini Flash Reasoning
- Magistral Small 2506 vs Mistral Medium 3.5
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- GPT-1 vs Llama 3.1 Nemotron Nano VL 8B v1
- Llama 3.1 Nemotron Nano VL 8B v1 vs Llama 3.1 Swallow 8B Instruct
- Llama 3.1 NemoGuard 8B Content Safety vs Llama 3.1 Nemotron Nano VL 8B v1
Popular comparisons for Llama 3.1 Nemotron Nano VL 8B v1
- Llama 3.1 Nemotron Nano VL 8B v1 vs Hunyuan Hy3 Preview
- Llama 3.1 Nemotron Nano VL 8B v1 vs Llama 2 7B
- Llama 3.1 Nemotron Nano VL 8B v1 vs GPT-1
- Llama 3.1 Nemotron Nano VL 8B v1 vs Llama 3.1 Swallow 8B Instruct
- Llama 3.1 Nemotron Nano VL 8B v1 vs Llama 3.1 NemoGuard 8B Content Safety
- Llama 3.1 Nemotron Nano VL 8B v1 vs Marin 8B Instruct
Popular comparisons for Magistral Small 2506
Last reviewed: 2026-09-22. Data sourced from public model cards and provider documentation.