LLM Reference

Llama 3.2 1B Instruct vs Qwen3.5-397B-A17B

Llama 3.2 1B Instruct (2024) and Qwen3.5-397B-A17B (2026) are frontier reasoning models from AI at Meta and Alibaba. Llama 3.2 1B Instruct ships a 128k-token context window, while Qwen3.5-397B-A17B ships a 262k-token context window. On MMLU PRO, Qwen3.5-397B-A17B leads by 67.8 pts. On pricing, Llama 3.2 1B Instruct costs $0.03/1M input tokens versus $0.39/1M 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 3.2 1B Instruct is ~1344% cheaper at $0.03/1M; pay for Qwen3.5-397B-A17B only for reasoning depth.

Decision scorecard

Local evidence first
SignalLlama 3.2 1B 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$0.20/1M tokens$2.34/1M tokens
Provider routes7 tracked4 tracked
Shared benchmarks3 sharedMMLU PRO leader

Decision tradeoffs

Choose Llama 3.2 1B Instruct when...
  • Llama 3.2 1B Instruct has the lower cheapest tracked output price at $0.20/1M tokens.
  • Llama 3.2 1B Instruct has broader tracked provider coverage for fallback and route flexibility.
  • Local decision data tags Llama 3.2 1B Instruct for Coding, RAG, and Long context.
Choose Qwen3.5-397B-A17B when...
  • Qwen3.5-397B-A17B holds a shared-benchmark lead on MMLU PRO, ahead by 67.8 points.
  • 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 3.2 1B Instruct

Llama 3.2 1B Instruct

$71.85

Cheapest tracked route/tier: Cloudflare Workers AI

Qwen3.5-397B-A17B

$897

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $825. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Llama 3.2 1B Instruct -> Qwen3.5-397B-A17B
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • Qwen3.5-397B-A17B is $2.14/1M 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 3.2 1B Instruct
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • Llama 3.2 1B Instruct is $2.14/1M 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
Released2024-09-252026-02-16
Context window128k262k
Parameters1.23B397B
ArchitectureDecoder OnlyMixture of Experts
LicenseLlama 3 CommunityApache 2.0OSI-approved
OpennessOpen weightsOpen source
WeightsUnknownAvailable
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff2023-12-

Pricing and availability

Pricing attributeLlama 3.2 1B InstructQwen3.5-397B-A17B
Input price$0.03/1M tokens$0.39/1M tokens
Output price$0.20/1M tokens$2.34/1M tokens
Providers

Capabilities

CapabilityLlama 3.2 1B InstructQwen3.5-397B-A17B
VisionNoYes
MultimodalNoYes
ReasoningNoYes
JSON / Tool useNoYes
Structured outputsYesYes
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkLlama 3.2 1B InstructQwen3.5-397B-A17B
MMLU PRO20.087.8
Google-Proof Q&A25.689.3
BFCL10.872.9

Continue comparing

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