LLM Reference

Gemma 3 12B vs Llama 3.1 Nemotron 70B Reward

Gemma 3 12B (2026) and Llama 3.1 Nemotron 70B Reward (2024) are compact production models from Google DeepMind and NVIDIA AI. Gemma 3 12B ships a 33k-token context window, while Llama 3.1 Nemotron 70B Reward ships a 4k-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.

Gemma 3 12B fits 8x more tokens; pick it for long-context work and Llama 3.1 Nemotron 70B Reward for tighter calls.

Decision scorecard

Local evidence first
SignalGemma 3 12BLlama 3.1 Nemotron 70B Reward
Best forprovider-routed productiongeneral production evaluation
Decision fitClassification and JSON / Tool useClassification
Context window33k4k
Cheapest output$0.13/1M tokens-
Provider routes5 tracked1 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Gemma 3 12B when...
  • Gemma 3 12B has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Gemma 3 12B has broader tracked provider coverage for fallback and route flexibility.
  • Gemma 3 12B uniquely exposes Structured outputs in local model data.
  • Local decision data tags Gemma 3 12B for Classification and JSON / Tool use.
Choose Llama 3.1 Nemotron 70B Reward when...
  • Local decision data tags Llama 3.1 Nemotron 70B Reward for Classification.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output route or tier on this page.

Gemma 3 12B

$64.50

Cheapest tracked route/tier: OpenRouter

Llama 3.1 Nemotron 70B Reward

Unavailable

No complete token price in local provider data

Cost delta unavailable until both models have sourced input and output token prices.

Switch friction

Gemma 3 12B -> Llama 3.1 Nemotron 70B Reward
  • No overlapping tracked provider route is sourced for Gemma 3 12B and Llama 3.1 Nemotron 70B Reward; plan for SDK, billing, or endpoint changes.
  • Check replacement coverage for Structured outputs before moving production traffic.
Llama 3.1 Nemotron 70B Reward -> Gemma 3 12B
  • No overlapping tracked provider route is sourced for Llama 3.1 Nemotron 70B Reward and Gemma 3 12B; plan for SDK, billing, or endpoint changes.
  • Gemma 3 12B adds Structured outputs in local capability data.

Specs

Specification
Released2026-01-012024-10-01
Context window33k4k
Parameters12B70B
ArchitectureDecoder OnlyDecoder Only
LicenseGemmaNVIDIA Open Model
OpennessOpen weightsOpen weights
WeightsUnknownUnknown
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff2024-08-

Pricing and availability

Pricing attributeGemma 3 12BLlama 3.1 Nemotron 70B Reward
Input price$0.04/1M tokens-
Output price$0.13/1M tokens-
Providers

Capabilities

CapabilityGemma 3 12BLlama 3.1 Nemotron 70B Reward
VisionNoNo
MultimodalNoNo
ReasoningNoNo
JSON / Tool useNoNo
Structured outputsYesNo
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

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Last reviewed: 2026-06-29. Data sourced from public model cards and provider documentation.