LLM Reference

Llama 3.1 405B Instruct vs Qwen2.5-72B

Llama 3.1 405B Instruct (2024) and Qwen2.5-72B (2025) are compact production models from AI at Meta and Alibaba. Llama 3.1 405B Instruct ships a 128k-token context window, while Qwen2.5-72B 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.

Qwen2.5-72B is safer overall; choose Llama 3.1 405B Instruct when provider fit matters.

Decision scorecard

Local evidence first
SignalLlama 3.1 405B InstructQwen2.5-72B
Best forprovider-routed productiontool-calling agents
Decision fitRAG, Long context, and ClassificationRAG, Agents, and Long context
Context window128k128k
Cheapest output$2.40/1M tokens-
Provider routes11 tracked0 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Llama 3.1 405B Instruct when...
  • Llama 3.1 405B Instruct has broader tracked provider coverage for fallback and route flexibility.
  • Llama 3.1 405B Instruct uniquely exposes Structured outputs in local model data.
  • Local decision data tags Llama 3.1 405B Instruct for RAG, Long context, and Classification.
Choose Qwen2.5-72B when...
  • Qwen2.5-72B uniquely exposes JSON / Tool use in local model data.
  • Local decision data tags Qwen2.5-72B 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.

Llama 3.1 405B Instruct

$2,520

Cheapest tracked route/tier: AWS Bedrock

Qwen2.5-72B

Unavailable

No complete token price in local provider data

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

Switch friction

Llama 3.1 405B Instruct -> Qwen2.5-72B
  • No overlapping tracked provider route is sourced for Llama 3.1 405B Instruct and Qwen2.5-72B; plan for SDK, billing, or endpoint changes.
  • Check replacement coverage for Structured outputs before moving production traffic.
  • Qwen2.5-72B adds JSON / JSON / Tool use in local capability data.
Qwen2.5-72B -> Llama 3.1 405B Instruct
  • No overlapping tracked provider route is sourced for Qwen2.5-72B and Llama 3.1 405B Instruct; plan for SDK, billing, or endpoint changes.
  • Check replacement coverage for JSON / JSON / Tool use before moving production traffic.
  • Llama 3.1 405B Instruct adds Structured outputs in local capability data.

Specs

Specification
Released2024-07-232025-10-10
Context window128k128k
Parameters405B72B
ArchitectureDecoder Only-
LicenseLlama 3 CommunityApache 2.0OSI-approved
OpennessOpen weightsOpen source
WeightsAvailableAvailable
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff2023-122024-09

Pricing and availability

Pricing attributeLlama 3.1 405B InstructQwen2.5-72B
Input price$2.40/1M tokens-
Output price$2.40/1M tokens-
Providers-

Capabilities

CapabilityLlama 3.1 405B InstructQwen2.5-72B
VisionNoNo
MultimodalNoNo
ReasoningNoNo
JSON / Tool useNoYes
Structured outputsYesNo
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Continue comparing

Last reviewed: 2026-07-11. Data sourced from public model cards and provider documentation.