Gemma 3 12B (free) vs Nemotron 3 Nano Omni
Gemma 3 12B (free) (2026) and Nemotron 3 Nano Omni (2026) are compact production models from Google DeepMind and NVIDIA AI. Gemma 3 12B (free) ships a 33K-token context window, while Nemotron 3 Nano Omni ships a 262K-token context window. This comparison covers specs, pricing, capabilities, benchmarks, provider availability, and production fit. It focuses on practical selection signals rather than broad model-family marketing.
Nemotron 3 Nano Omni fits 8x more tokens; pick it for long-context work and Gemma 3 12B (free) for tighter calls.
Decision scorecard
Local evidence first| Signal | Gemma 3 12B (free) | Nemotron 3 Nano Omni |
|---|---|---|
| Decision fit | Classification and JSON / Tool use | Long context and Vision |
| Context window | 33K | 262K |
| Cheapest output | $0.13/1M tokens | - |
| Provider routes | 3 tracked | 1 tracked |
| Shared benchmarks | 0 rows | 0 rows |
Decision tradeoffs
- Gemma 3 12B (free) has broader tracked provider coverage for fallback and procurement flexibility.
- Gemma 3 12B (free) uniquely exposes Structured outputs in local model data.
- Local decision data tags Gemma 3 12B (free) for Classification and JSON / Tool use.
- Nemotron 3 Nano Omni has the larger context window for long prompts, retrieval packs, or transcript analysis.
- Nemotron 3 Nano Omni uniquely exposes Multimodal in local model data.
- Local decision data tags Nemotron 3 Nano Omni for Long context and Vision.
Monthly cost at traffic
Estimate token spend from the cheapest tracked input and output prices on this page.
Gemma 3 12B (free)
$64.50
Cheapest tracked route: OpenRouter
Nemotron 3 Nano Omni
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 OpenRouter; start route-level A/B tests there.
- Check replacement coverage for Structured outputs before moving production traffic.
- Nemotron 3 Nano Omni adds Multimodal in local capability data.
- Provider overlap exists on OpenRouter; start route-level A/B tests there.
- Check replacement coverage for Multimodal before moving production traffic.
- Gemma 3 12B (free) adds Structured outputs in local capability data.
Specs
| Specification | ||
|---|---|---|
| Released | 2026-01-01 | 2026-04-28 |
| Context window | 33K | 262K |
| Parameters | — | 30B |
| Architecture | decoder only | Hybrid Mamba-Transformer MoE |
| License | Open Source | Open Source |
| Knowledge cutoff | - | - |
Pricing and availability
| Pricing attribute | Gemma 3 12B (free) | Nemotron 3 Nano Omni |
|---|---|---|
| Input price | $0.04/1M tokens | - |
| Output price | $0.13/1M tokens | - |
| Providers |
Capabilities
| Capability | Gemma 3 12B (free) | Nemotron 3 Nano Omni |
|---|---|---|
| Vision | No | No |
| Multimodal | No | Yes |
| Reasoning | No | No |
| Function calling | No | No |
| Tool use | No | No |
| Structured outputs | Yes | No |
| Code execution | No | No |
Benchmarks
No shared benchmark rows are currently sourced for this pair.
Deep dive
The capability footprint differs most on multimodal input: Nemotron 3 Nano Omni and structured outputs: Gemma 3 12B (free). 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: Gemma 3 12B (free) has $0.04/1M input tokens and Nemotron 3 Nano Omni has no token price sourced yet. Provider availability is 3 tracked routes versus 1. Treat unknown pricing as an integration gap, then verify the route you will actually call before estimating production spend.
Choose Gemma 3 12B (free) when provider fit and broader provider choice are central to the workload. Choose Nemotron 3 Nano Omni 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. It also helps separate model capability from provider packaging, which can change cost and latency.
FAQ
Which has a larger context window, Gemma 3 12B (free) or Nemotron 3 Nano Omni?
Nemotron 3 Nano Omni supports 262K tokens, while Gemma 3 12B (free) supports 33K tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.
Is Gemma 3 12B (free) or Nemotron 3 Nano Omni open source?
Gemma 3 12B (free) is listed under Open Source. Nemotron 3 Nano Omni 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 multimodal input, Gemma 3 12B (free) or Nemotron 3 Nano Omni?
Nemotron 3 Nano Omni 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 structured outputs, Gemma 3 12B (free) or Nemotron 3 Nano Omni?
Gemma 3 12B (free) has the clearer documented structured outputs signal in this comparison. If structured outputs is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.
Where can I run Gemma 3 12B (free) and Nemotron 3 Nano Omni?
Gemma 3 12B (free) is available on AWS Bedrock, OpenRouter, and GCP Vertex AI. Nemotron 3 Nano Omni is available on OpenRouter. Provider coverage can affect latency, region availability, compliance posture, and fallback options.
When should I pick Gemma 3 12B (free) over Nemotron 3 Nano Omni?
Nemotron 3 Nano Omni fits 8x more tokens; pick it for long-context work and Gemma 3 12B (free) for tighter calls. If your workload also depends on provider fit, start with Gemma 3 12B (free); if it depends on long-context analysis, run the same evaluation with Nemotron 3 Nano Omni.
Continue comparing
Last reviewed: 2026-05-14. Data sourced from public model cards and provider documentation.