LLM Reference

DeepSeek V3.1 vs ShieldGemma 9B

DeepSeek V3.1 (2025) and ShieldGemma 9B (2024) are compact production models from DeepSeek and Google DeepMind. DeepSeek V3.1 ships a 64k-token context window, while ShieldGemma 9B ships a 8k-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.

DeepSeek V3.1 fits 8x more tokens; pick it for long-context work and ShieldGemma 9B for tighter calls.

Decision scorecard

Local evidence first
SignalDeepSeek V3.1ShieldGemma 9B
Best formultimodal apps and provider-routed productiongeneral production evaluation
Decision fitCoding, Agents, and VisionClassification
Context window64k8k
Cheapest output$1/1M 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 route flexibility.
  • DeepSeek V3.1 uniquely exposes Vision, Multimodal, and Structured outputs in local model data.
  • Local decision data tags DeepSeek V3.1 for Coding, Agents, and Vision.
Choose ShieldGemma 9B when...
  • Local decision data tags ShieldGemma 9B for Classification.

Monthly cost at traffic

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

DeepSeek V3.1

$466

Cheapest tracked route/tier: Novita AI

ShieldGemma 9B

Unavailable

No complete token price in local provider data

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

Switch friction

DeepSeek V3.1 -> ShieldGemma 9B
  • Provider overlap exists on NVIDIA NIM; start route-level A/B tests there.
  • Check replacement coverage for Vision, Multimodal, and Structured outputs before moving production traffic.
ShieldGemma 9B -> DeepSeek V3.1
  • Provider overlap exists on NVIDIA NIM; start route-level A/B tests there.
  • DeepSeek V3.1 adds Vision, Multimodal, and Structured outputs in local capability data.

Specs

Specification
Released2025-08-212024-07-01
Context window64k8k
Parameters671B total, 37B active (MoE)9B
ArchitectureMixture of ExpertsDecoder Only
LicenseMITOSI-approvedGemma
OpennessOpen sourceOpen weights
WeightsUnknownUnknown
CodeUnknownUnknown
Commercial useCommercial use: permittedCommercial use: conditional
Knowledge cutoff--

Pricing and availability

Pricing attributeDeepSeek V3.1ShieldGemma 9B
Input price$0.27/1M tokens-
Output price$1/1M tokens-
Providers

Capabilities

CapabilityDeepSeek V3.1ShieldGemma 9B
VisionYesNo
MultimodalYesNo
ReasoningNoNo
JSON / Tool useNoNo
Structured outputsYesNo
Code executionYesNo
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.