LLM Reference

GPT-4 vs Llama Guard 7B

GPT-4 (2023) and Llama Guard 7B (2023) are compact production models from OpenAI and AI at Meta. GPT-4 ships a 8k-token context window, while Llama Guard 7B ships a 2k-token context window. On pricing, Llama Guard 7B costs $0.20/1M input tokens versus $30/1M 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.

Llama Guard 7B is ~14900% cheaper at $0.20/1M; pay for GPT-4 only for coding workflow support.

Decision scorecard

Local evidence first
SignalGPT-4Llama Guard 7B
Best formultimodal apps, tool-calling agents, and provider-routed productionprovider-routed production
Decision fitCoding, Agents, and VisionClassification and JSON / Tool use
Context window8k2k
Cheapest output$60/1M tokens$0.20/1M tokens
Provider routes4 tracked2 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose GPT-4 when...
  • GPT-4 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • GPT-4 has broader tracked provider coverage for fallback and route flexibility.
  • GPT-4 uniquely exposes Vision, Multimodal, and JSON / Tool use in local model data.
  • Local decision data tags GPT-4 for Coding, Agents, and Vision.
Choose Llama Guard 7B when...
  • Llama Guard 7B has the lower cheapest tracked output price at $0.20/1M tokens.
  • Local decision data tags Llama Guard 7B for 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 Llama Guard 7B

GPT-4

$39,000

Cheapest tracked route/tier: OpenAI API

Llama Guard 7B

$210

Cheapest tracked route/tier: Together AI

Estimated monthly gap: $38,790. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GPT-4 -> Llama Guard 7B
  • No overlapping tracked provider route is sourced for GPT-4 and Llama Guard 7B; plan for SDK, billing, or endpoint changes.
  • Llama Guard 7B is $59.80/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision, Multimodal, and JSON / Tool use before moving production traffic.
Llama Guard 7B -> GPT-4
  • No overlapping tracked provider route is sourced for Llama Guard 7B and GPT-4; plan for SDK, billing, or endpoint changes.
  • GPT-4 is $59.80/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • GPT-4 adds Vision, Multimodal, and JSON / Tool use in local capability data.

Specs

Specification
Released2023-03-142023-12-07
Context window8k2k
Parameters1.76T (8x222B MoE)*7B
ArchitectureMixture of ExpertsDecoder Only
LicenseProprietaryLlama 2 Community
OpennessProprietaryOpen weights
WeightsNot releasedAvailable
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2021-092022-09

Pricing and availability

Pricing attributeGPT-4Llama Guard 7B
Input price$30/1M tokens$0.20/1M tokens
Output price$60/1M tokens$0.20/1M tokens
Providers

Capabilities

CapabilityGPT-4Llama Guard 7B
VisionYesNo
MultimodalYesNo
ReasoningNoNo
JSON / Tool useYesNo
Structured outputsYesYes
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Continue comparing

Last reviewed: 2026-07-09. Data sourced from public model cards and provider documentation.