LLM Reference

GPT-5.4 vs Qwen3.6-35B-A3B

GPT-5.4 (2026) and Qwen3.6-35B-A3B (2026) compare a standalone API model against a coding-specialized model. GPT-5.4 ships a 1.05m-token context window, while Qwen3.6-35B-A3B ships a 262k-token context window. On MMLU PRO, GPT-5.4 leads by 2.3 pts. On pricing, GPT-5.4 ranges from $2.50 to $5/1M input tokens by tier; Qwen3.6-35B-A3B costs $0.15/1M input tokens. This page treats the result as workflow and deployment fit, not a universal model winner.

Treat this as a product-type comparison: GPT-5.4 is standalone API model, while Qwen3.6-35B-A3B is coding-specialized model. Choose based on workflow fit before reading any benchmark or price row as decisive.

Decision scorecard

Local evidence first
SignalGPT-5.4Qwen3.6-35B-A3B
Product typeStandalone API modelCoding-specialized model
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentscustom coding agents, code generation, and tool loops
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window1.05m262k
Cheapest output$15/1M tokens$1/1M tokens
Provider routes4 tracked2 tracked
Shared benchmarksMMLU PRO leader5 shared

Decision tradeoffs

Choose GPT-5.4 when...
  • GPT-5.4 holds a shared-benchmark lead on MMLU PRO, ahead by 2.3 points.
  • GPT-5.4 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • GPT-5.4 has broader tracked provider coverage for fallback and route flexibility.
  • GPT-5.4 uniquely exposes Reasoning, Structured outputs, and Code execution in local model data.
  • Local decision data tags GPT-5.4 for Coding, RAG, and Agents.
Choose Qwen3.6-35B-A3B when...
  • Qwen3.6-35B-A3B holds a shared-benchmark lead on SWE-bench Verified, ahead by 1.7 points.
  • Qwen3.6-35B-A3B has the lower cheapest tracked output price at $1/1M tokens.
  • Local decision data tags Qwen3.6-35B-A3B 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 Qwen3.6-35B-A3B

GPT-5.4

$5,750

Cheapest tracked route/tier: OpenAI API

Qwen3.6-35B-A3B

$370

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $5,380. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GPT-5.4 -> Qwen3.6-35B-A3B
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • Qwen3.6-35B-A3B is $14/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Reasoning, Structured outputs, and Code execution before moving production traffic.
Qwen3.6-35B-A3B -> GPT-5.4
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • GPT-5.4 is $14/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • GPT-5.4 adds Reasoning, Structured outputs, and Code execution in local capability data.

Specs

Specification
Released2026-03-052026-04-16
Context window1.05m262k
Parameters35B
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-5.4Qwen3.6-35B-A3B
Input price
0-272,000t
$2.50/1M tokens
272,000t+
$5/1M tokens
$0.15/1M tokens
Output price
0-272,000t
$15/1M tokens
272,000t+
$22.50/1M tokens
$1/1M tokens
Providers

Capabilities

CapabilityGPT-5.4Qwen3.6-35B-A3B
VisionYesYes
MultimodalYesYes
ReasoningYesNo
JSON / Tool useYesYes
Structured outputsYesNo
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkGPT-5.4Qwen3.6-35B-A3B
MMLU PRO87.585.2
SWE-bench Verified71.773.4
SWE-bench Pro57.749.5
Google-Proof Q&A92.086.0
MMMU Pro81.275.3

Continue comparing

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