LLM Reference

Gemma 3n vs Trinity-Large-Preview

Gemma 3n (2025) and Trinity-Large-Preview (2026) are compact production models from Google DeepMind and Arcee AI. Gemma 3n ships a 32k-token context window, while Trinity-Large-Preview 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. It focuses on practical selection signals rather than broad model-family marketing.

Trinity-Large-Preview fits 4x more tokens; pick it for long-context work and Gemma 3n for tighter calls.

Decision scorecard

Local evidence first
SignalGemma 3nTrinity-Large-Preview
Best forprovider-routed productiontool-calling agents and provider-routed production
Decision fitClassification and JSON / JSON / Tool useRAG, Agents, and Long context
Context window32k128k
Cheapest output-$0.45/1M tokens
Provider routes2 tracked3 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Gemma 3n when...
  • Local decision data tags Gemma 3n for Classification and JSON / Tool use.
Choose Trinity-Large-Preview when...
  • Trinity-Large-Preview has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Trinity-Large-Preview has broader tracked provider coverage for fallback and route flexibility.
  • Trinity-Large-Preview uniquely exposes JSON / Tool use in local model data.
  • Local decision data tags Trinity-Large-Preview for RAG, Agents, and Long context.

Monthly cost at traffic

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

Gemma 3n

Unavailable

No complete token price in local provider data

Trinity-Large-Preview

$233

Cheapest tracked route/tier: OpenRouter

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

Switch friction

Gemma 3n -> Trinity-Large-Preview
  • No overlapping tracked provider route is sourced for Gemma 3n and Trinity-Large-Preview; plan for SDK, billing, or endpoint changes.
  • Trinity-Large-Preview adds JSON / JSON / Tool use in local capability data.
Trinity-Large-Preview -> Gemma 3n
  • No overlapping tracked provider route is sourced for Trinity-Large-Preview and Gemma 3n; plan for SDK, billing, or endpoint changes.
  • Check replacement coverage for JSON / JSON / Tool use before moving production traffic.

Specs

Specification
Released2025-03-122026-01-27
Context window32k128k
Parameters400B
ArchitectureDecoder OnlyMixture of Experts
LicenseGemmaApache 2.0OSI-approved
OpennessOpen weightsOpen source
WeightsUnknownAvailable
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff2024-06-

Pricing and availability

Pricing attributeGemma 3nTrinity-Large-Preview
Input price-$0.15/1M tokens
Output price-$0.45/1M tokens
Providers

Capabilities

CapabilityGemma 3nTrinity-Large-Preview
VisionNoNo
MultimodalNoNo
ReasoningNoNo
JSON / Tool useNoYes
Structured outputsYesYes
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Continue comparing

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