LLM Reference

GPT-4o (11-20) vs ShieldGemma 9B

GPT-4o (11-20) (2024) and ShieldGemma 9B (2024) are compact production models from OpenAI and Google DeepMind. GPT-4o (11-20) ships a 128k-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.

GPT-4o (11-20) fits 16x more tokens; pick it for long-context work and ShieldGemma 9B for tighter calls.

Decision scorecard

Local evidence first
SignalGPT-4o (11-20)ShieldGemma 9B
Best formultimodal appsgeneral production evaluation
Decision fitCoding, Agents, and Long contextClassification
Context window128k8k
Cheapest output--
Provider routes0 tracked1 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose GPT-4o (11-20) when...
  • GPT-4o (11-20) has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • GPT-4o (11-20) uniquely exposes Vision and Code execution in local model data.
  • Local decision data tags GPT-4o (11-20) for Coding, Agents, and Long context.
Choose ShieldGemma 9B when...
  • ShieldGemma 9B has broader tracked provider coverage for fallback and route flexibility.
  • 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.

GPT-4o (11-20)

Unavailable

No complete token price in local provider data

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

GPT-4o (11-20) -> ShieldGemma 9B
  • No overlapping tracked provider route is sourced for GPT-4o (11-20) and ShieldGemma 9B; plan for SDK, billing, or endpoint changes.
  • Check replacement coverage for Vision and Code execution before moving production traffic.
ShieldGemma 9B -> GPT-4o (11-20)
  • No overlapping tracked provider route is sourced for ShieldGemma 9B and GPT-4o (11-20); plan for SDK, billing, or endpoint changes.
  • GPT-4o (11-20) adds Vision and Code execution in local capability data.

Specs

Specification
Released2024-11-202024-07-01
Context window128k8k
Parameters1.76T (8x222B MoE)*9B
ArchitectureMixture of ExpertsDecoder Only
LicenseProprietaryGemma
OpennessProprietaryOpen weights
WeightsNot releasedUnknown
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2023-10-

Pricing and availability

Pricing attributeGPT-4o (11-20)ShieldGemma 9B
Input price--
Output price--
Providers-

Pricing not yet sourced for either model.

Capabilities

CapabilityGPT-4o (11-20)ShieldGemma 9B
VisionYesNo
MultimodalNoNo
ReasoningNoNo
JSON / Tool useNoNo
Structured outputsNoNo
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

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Last reviewed: 2026-05-19. Data sourced from public model cards and provider documentation.