LLM ReferenceLLM Reference

GPT-4o (08-06) vs Qwen3.6 Max Preview

GPT-4o (08-06) (2024) and Qwen3.6 Max Preview (2026) are frontier reasoning models from OpenAI and Alibaba. GPT-4o (08-06) ships a 128K-token context window, while Qwen3.6 Max Preview ships a 256K-token context window. On pricing, Qwen3.6 Max Preview costs $1.04/1M input tokens versus $2.5/1M for the alternative. This comparison covers specs, pricing, capabilities, benchmarks, provider availability, and production fit. It focuses on practical selection signals rather than broad model-family marketing.

Qwen3.6 Max Preview is ~140% cheaper at $1.04/1M; pay for GPT-4o (08-06) only for coding workflow support.

Decision scorecard

Local evidence first
SignalGPT-4o (08-06)Qwen3.6 Max Preview
Decision fitCoding, RAG, and AgentsRAG, Agents, and Long context
Context window128K256K
Cheapest output$10/1M tokens$6.24/1M tokens
Provider routes3 tracked2 tracked
Shared benchmarks0 rows0 rows

Decision tradeoffs

Choose GPT-4o (08-06) when...
  • GPT-4o (08-06) has broader tracked provider coverage for fallback and procurement flexibility.
  • GPT-4o (08-06) uniquely exposes Code execution in local model data.
  • Local decision data tags GPT-4o (08-06) for Coding, RAG, and Agents.
Choose Qwen3.6 Max Preview when...
  • Qwen3.6 Max Preview has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Qwen3.6 Max Preview has the lower cheapest tracked output price at $6.24/1M tokens.
  • Qwen3.6 Max Preview uniquely exposes Reasoning, Function calling, and Tool use in local model data.
  • Local decision data tags Qwen3.6 Max Preview for RAG, Agents, and Long context.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output prices on this page.

Lower estimate Qwen3.6 Max Preview

GPT-4o (08-06)

$4,500

Cheapest tracked route: OpenAI API

Qwen3.6 Max Preview

$2,392

Cheapest tracked route: OpenRouter

Estimated monthly gap: $2,108. Batch, cache, and negotiated pricing are excluded from this local estimate.

Switch friction

GPT-4o (08-06) -> Qwen3.6 Max Preview
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • Qwen3.6 Max Preview is $3.76/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Code execution before moving production traffic.
  • Qwen3.6 Max Preview adds Reasoning, Function calling, and Tool use in local capability data.
Qwen3.6 Max Preview -> GPT-4o (08-06)
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • GPT-4o (08-06) is $3.76/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Reasoning, Function calling, and Tool use before moving production traffic.
  • GPT-4o (08-06) adds Code execution in local capability data.

Specs

Specification
Released2024-08-062026-04-20
Context window128K256K
Parameters1.76T (8x222B MoE)*
Architecturemixture of expertsmoe
LicenseProprietaryProprietary
Knowledge cutoff2023-10-

Pricing and availability

Pricing attributeGPT-4o (08-06)Qwen3.6 Max Preview
Input price$2.5/1M tokens$1.04/1M tokens
Output price$10/1M tokens$6.24/1M tokens
Providers

Capabilities

CapabilityGPT-4o (08-06)Qwen3.6 Max Preview
VisionYesYes
MultimodalYesYes
ReasoningNoYes
Function callingNoYes
Tool useNoYes
Structured outputsYesYes
Code executionYesNo

Benchmarks

No shared benchmark rows are currently sourced for this pair.

Deep dive

The capability footprint differs most on reasoning mode: Qwen3.6 Max Preview, function calling: Qwen3.6 Max Preview, tool use: Qwen3.6 Max Preview, and code execution: GPT-4o (08-06). Both models share vision, multimodal input, and structured outputs, so the practical split is not just feature count. Use those differences to decide whether the page is about raw model quality, agentic coding support, multimodal ingestion, or predictable structured API behavior.

For cost, GPT-4o (08-06) lists $2.5/1M input and $10/1M output tokens, while Qwen3.6 Max Preview lists $1.04/1M input and $6.24/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts Qwen3.6 Max Preview lower by about $2.15 per million blended tokens. Availability is 3 providers versus 2, so concentration risk also matters.

Choose GPT-4o (08-06) when coding workflow support and broader provider choice are central to the workload. Choose Qwen3.6 Max Preview when reasoning depth, larger context windows, and lower input-token cost are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship. This keeps the decision grounded in measurable tradeoffs instead of brand-level assumptions.

FAQ

Which has a larger context window, GPT-4o (08-06) or Qwen3.6 Max Preview?

Qwen3.6 Max Preview supports 256K tokens, while GPT-4o (08-06) supports 128K tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.

Which is cheaper, GPT-4o (08-06) or Qwen3.6 Max Preview?

Qwen3.6 Max Preview is cheaper on tracked token pricing. GPT-4o (08-06) costs $2.5/1M input and $10/1M output tokens. Qwen3.6 Max Preview costs $1.04/1M input and $6.24/1M output tokens. Provider discounts or batch pricing can still change the final bill.

Is GPT-4o (08-06) or Qwen3.6 Max Preview open source?

GPT-4o (08-06) is listed under Proprietary. Qwen3.6 Max Preview is listed under Proprietary. License labels affect whether you can self-host, redistribute weights, or rely only on hosted APIs, so confirm the upstream license before deployment.

Which is better for vision, GPT-4o (08-06) or Qwen3.6 Max Preview?

Both GPT-4o (08-06) and Qwen3.6 Max Preview expose vision. The better choice depends on benchmark fit, context budget, pricing, and whether your provider route exposes the same capability surface. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.

Which is better for multimodal input, GPT-4o (08-06) or Qwen3.6 Max Preview?

Both GPT-4o (08-06) and Qwen3.6 Max Preview expose multimodal input. The better choice depends on benchmark fit, context budget, pricing, and whether your provider route exposes the same capability surface.

Where can I run GPT-4o (08-06) and Qwen3.6 Max Preview?

GPT-4o (08-06) is available on OpenAI API, Salesforce Einstein Generative AI, and OpenRouter. Qwen3.6 Max Preview is available on OpenRouter and Alibaba Cloud PAI-EAS. Provider coverage can affect latency, region availability, compliance posture, and fallback options.

Continue comparing

Last reviewed: 2026-05-12. Data sourced from public model cards and provider documentation.