LLM Reference

Llama 3.1 70B Instruct vs Qwen3.5-397B-A17B

Llama 3.1 70B Instruct (2024) and Qwen3.5-397B-A17B (2026) are frontier reasoning models from AI at Meta and Alibaba. Llama 3.1 70B Instruct ships a 128k-token context window, while Qwen3.5-397B-A17B ships a 262k-token context window. On pricing, Qwen3.5-397B-A17B costs $0.39/1M input tokens versus $0.40/1M 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.

Qwen3.5-397B-A17B is safer overall; choose Llama 3.1 70B Instruct when provider fit matters.

Decision scorecard

Local evidence first
SignalLlama 3.1 70B InstructQwen3.5-397B-A17B
Best forprovider-routed productionreasoning-heavy apps, multimodal apps, and tool-calling agents
Decision fitCoding, RAG, and Long contextCoding, RAG, and Agents
Context window128k262k
Cheapest output$0.40/1M tokens$2.34/1M tokens
Provider routes13 tracked4 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Llama 3.1 70B Instruct when...
  • Llama 3.1 70B Instruct has the lower cheapest tracked output price at $0.40/1M tokens.
  • Llama 3.1 70B Instruct has broader tracked provider coverage for fallback and route flexibility.
  • Local decision data tags Llama 3.1 70B Instruct for Coding, RAG, and Long context.
Choose Qwen3.5-397B-A17B when...
  • Qwen3.5-397B-A17B has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Qwen3.5-397B-A17B uniquely exposes Vision, Multimodal, and Reasoning in local model data.
  • Local decision data tags Qwen3.5-397B-A17B for Coding, RAG, and Agents.

Monthly cost at traffic

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

Lower estimate Llama 3.1 70B Instruct

Llama 3.1 70B Instruct

$420

Cheapest tracked route/tier: Hyperbolic AI Inference

Qwen3.5-397B-A17B

$897

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $477. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Llama 3.1 70B Instruct -> Qwen3.5-397B-A17B
  • Provider overlap exists on OpenRouter and Together AI; start route-level A/B tests there.
  • Qwen3.5-397B-A17B is $1.94/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Qwen3.5-397B-A17B adds Vision, Multimodal, and Reasoning in local capability data.
Qwen3.5-397B-A17B -> Llama 3.1 70B Instruct
  • Provider overlap exists on Together AI and OpenRouter; start route-level A/B tests there.
  • Llama 3.1 70B Instruct is $1.94/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision, Multimodal, and Reasoning before moving production traffic.

Specs

Specification
Released2024-07-232026-02-16
Context window128k262k
Parameters70B397B
ArchitectureDecoder OnlyMixture of Experts
LicenseLlama 3 CommunityApache 2.0OSI-approved
OpennessOpen weightsOpen source
WeightsAvailableAvailable
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff2023-12-

Pricing and availability

Pricing attributeLlama 3.1 70B InstructQwen3.5-397B-A17B
Input price$0.40/1M tokens$0.39/1M tokens
Output price$0.40/1M tokens$2.34/1M tokens
Providers

Capabilities

CapabilityLlama 3.1 70B InstructQwen3.5-397B-A17B
VisionNoYes
MultimodalNoYes
ReasoningNoYes
JSON / Tool useNoYes
Structured outputsYesYes
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.