LLM Reference

GPT-5.2 vs Qwen3.5-397B-A17B

GPT-5.2 (2025) and Qwen3.5-397B-A17B (2026) are frontier-tier reasoning models from OpenAI and Alibaba. GPT-5.2 ships a 400k-token context window, while Qwen3.5-397B-A17B ships a 262k-token context window. On SWE-bench Verified, GPT-5.2 leads by 3.8 pts. On pricing, Qwen3.5-397B-A17B costs $0.39/1M input tokens versus $1.75/1M 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 ~349% cheaper at $0.39/1M; pay for GPT-5.2 only for coding workflow support.

Decision scorecard

Local evidence first
SignalGPT-5.2Qwen3.5-397B-A17B
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentsreasoning-heavy apps, multimodal apps, and tool-calling agents
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window400k262k
Cheapest output$14/1M tokens$2.34/1M tokens
Provider routes3 tracked4 tracked
Shared benchmarksSWE-bench Verified leader2 shared

Decision tradeoffs

Choose GPT-5.2 when...
  • GPT-5.2 holds a shared-benchmark lead on SWE-bench Verified, ahead by 3.8 points.
  • GPT-5.2 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • GPT-5.2 uniquely exposes Code execution in local model data.
  • Local decision data tags GPT-5.2 for Coding, RAG, and Agents.
Choose Qwen3.5-397B-A17B when...
  • Qwen3.5-397B-A17B holds a shared-benchmark lead on τ-bench, ahead by 11.6 points.
  • Qwen3.5-397B-A17B has the lower cheapest tracked output price at $2.34/1M tokens.
  • Qwen3.5-397B-A17B has broader tracked provider coverage for fallback and route flexibility.
  • 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 Qwen3.5-397B-A17B

GPT-5.2

$4,900

Cheapest tracked route/tier: Replicate API

Qwen3.5-397B-A17B

$897

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $4,003. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GPT-5.2 -> Qwen3.5-397B-A17B
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • Qwen3.5-397B-A17B is $11.66/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Code execution before moving production traffic.
Qwen3.5-397B-A17B -> GPT-5.2
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • GPT-5.2 is $11.66/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • GPT-5.2 adds Code execution in local capability data.

Specs

Specification
Released2025-12-112026-02-16
Context window400k262k
Parameters397B
ArchitectureDecoder OnlyMixture of Experts
LicenseProprietaryApache 2.0OSI-approved
OpennessProprietaryOpen source
WeightsNot releasedAvailable
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff2025-08-

Pricing and availability

Pricing attributeGPT-5.2Qwen3.5-397B-A17B
Input price$1.75/1M tokens$0.39/1M tokens
Output price$14/1M tokens$2.34/1M tokens
Providers

Capabilities

CapabilityGPT-5.2Qwen3.5-397B-A17B
VisionYesYes
MultimodalYesYes
ReasoningYesYes
JSON / Tool useYesYes
Structured outputsYesYes
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkGPT-5.2Qwen3.5-397B-A17B
SWE-bench Verified80.076.2
τ-bench75.186.7

Continue comparing

Last reviewed: 2026-06-29. Data sourced from public model cards and provider documentation.