LLM Reference

DeepSeek V3.1 vs Together AI - Gemma 3n-e4B

DeepSeek V3.1 (2025) and Together AI - Gemma 3n-e4B (2026) are compact production models from DeepSeek and Google DeepMind. DeepSeek V3.1 ships a 64k-token context window, while Together AI - Gemma 3n-e4B ships a 8k-token context window. On pricing, Together AI - Gemma 3n-e4B costs $0.02/1M input tokens versus $0.27/1M 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.

Together AI - Gemma 3n-e4B is ~1250% cheaper at $0.02/1M; pay for DeepSeek V3.1 only for coding workflow support.

Decision scorecard

Local evidence first
SignalDeepSeek V3.1Together AI - Gemma 3n-e4B
Best formultimodal apps and provider-routed productiontool-calling agents
Decision fitCoding, Agents, and VisionAgents, Classification, and JSON / Tool use
Context window64k8k
Cheapest output$1/1M tokens$0.04/1M tokens
Provider routes8 tracked1 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose DeepSeek V3.1 when...
  • DeepSeek V3.1 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • DeepSeek V3.1 has broader tracked provider coverage for fallback and procurement flexibility.
  • DeepSeek V3.1 uniquely exposes Vision, Multimodal, and Code execution in local model data.
  • Local decision data tags DeepSeek V3.1 for Coding, Agents, and Vision.
Choose Together AI - Gemma 3n-e4B when...
  • Together AI - Gemma 3n-e4B has the lower cheapest tracked output price at $0.04/1M tokens.
  • Together AI - Gemma 3n-e4B uniquely exposes Function calling and Tool use in local model data.
  • Local decision data tags Together AI - Gemma 3n-e4B for Agents, 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.

Lower estimate Together AI - Gemma 3n-e4B

DeepSeek V3.1

$466

Cheapest tracked route/tier: Novita AI

Together AI - Gemma 3n-e4B

$26.00

Cheapest tracked route/tier: Together AI

Estimated monthly gap: $440. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

DeepSeek V3.1 -> Together AI - Gemma 3n-e4B
  • Provider overlap exists on Together AI; start route-level A/B tests there.
  • Together AI - Gemma 3n-e4B is $0.96/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision, Multimodal, and Code execution before moving production traffic.
  • Together AI - Gemma 3n-e4B adds Function calling and Tool use in local capability data.
Together AI - Gemma 3n-e4B -> DeepSeek V3.1
  • Provider overlap exists on Together AI; start route-level A/B tests there.
  • DeepSeek V3.1 is $0.96/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Function calling and Tool use before moving production traffic.
  • DeepSeek V3.1 adds Vision, Multimodal, and Code execution in local capability data.

Specs

Specification
Released2025-08-212026-03-15
Context window64k8k
Parameters671B total, 37B active (MoE)4B
ArchitectureMixture of ExpertsDecoder Only
LicenseMITOSI-approvedGemma
OpennessOpen sourceOpen weights
Commercial useCommercial use: permittedCommercial use: conditional
Knowledge cutoff-2024-06

Pricing and availability

Pricing attributeDeepSeek V3.1Together AI - Gemma 3n-e4B
Input price$0.27/1M tokens$0.02/1M tokens
Output price$1/1M tokens$0.04/1M tokens
Providers

Capabilities

CapabilityDeepSeek V3.1Together AI - Gemma 3n-e4B
VisionYesNo
MultimodalYesNo
ReasoningNoNo
Function callingNoYes
Tool useNoYes
Structured outputsYesYes
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Deep dive

The capability footprint differs most on vision: DeepSeek V3.1, multimodal input: DeepSeek V3.1, function calling: Together AI - Gemma 3n-e4B, tool use: Together AI - Gemma 3n-e4B, and code execution: DeepSeek V3.1. Both models share structured outputs, 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.

For cost, DeepSeek V3.1 lists $0.27/1M input and $1/1M output tokens on the cheapest tracked provider, while Together AI - Gemma 3n-e4B lists $0.02/1M input and $0.04/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts Together AI - Gemma 3n-e4B lower by about $0.46 per million blended tokens. Availability is 8 providers versus 1, so concentration risk also matters.

Choose DeepSeek V3.1 when coding workflow support, larger context windows, and broader provider choice are central to the workload. Choose Together AI - Gemma 3n-e4B when provider fit and lower input-token cost are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship.

FAQ

Which has a larger context window, DeepSeek V3.1 or Together AI - Gemma 3n-e4B?

DeepSeek V3.1 supports 64k tokens, while Together AI - Gemma 3n-e4B supports 8k tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.

Which is cheaper, DeepSeek V3.1 or Together AI - Gemma 3n-e4B?

Together AI - Gemma 3n-e4B is cheaper on tracked token pricing. DeepSeek V3.1 costs $0.27/1M input and $1/1M output tokens. Together AI - Gemma 3n-e4B costs $0.02/1M input and $0.04/1M output tokens. Provider discounts or batch pricing can still change the final bill.

Is DeepSeek V3.1 or Together AI - Gemma 3n-e4B open source?

DeepSeek V3.1 is listed under MIT. Together AI - Gemma 3n-e4B is listed under Gemma. 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 vision, DeepSeek V3.1 or Together AI - Gemma 3n-e4B?

DeepSeek V3.1 has the clearer documented vision signal in this comparison. If vision is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.

Which is better for multimodal input, DeepSeek V3.1 or Together AI - Gemma 3n-e4B?

DeepSeek V3.1 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.

Where can I run DeepSeek V3.1 and Together AI - Gemma 3n-e4B?

DeepSeek V3.1 is available on Microsoft Foundry, Fireworks AI, NVIDIA NIM, Together AI, and AWS Bedrock. Together AI - Gemma 3n-e4B is available on Together AI. Provider coverage can affect latency, region availability, compliance posture, and fallback options.

Continue comparing

Last reviewed: 2026-06-15. Data sourced from public model cards and provider documentation.