LLM Reference

GPT-4o-mini Search Preview vs Qwen3-Max

GPT-4o-mini Search Preview (2025) and Qwen3-Max (2025) are compact production models from OpenAI and Alibaba. GPT-4o-mini Search Preview ships a 128k-token context window, while Qwen3-Max ships a 262k-token context window. On pricing, GPT-4o-mini Search Preview costs $0.15/1M input tokens; Qwen3-Max ranges from $1.20 to $3/1M input tokens by tier. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

Qwen3-Max is safer overall; choose GPT-4o-mini Search Preview when provider fit matters.

Decision scorecard

Local evidence first
SignalGPT-4o-mini Search PreviewQwen3-Max
Best forprovider-routed productionmultimodal apps, tool-calling agents, and provider-routed production
Decision fitRAG, Long context, and ClassificationCoding, RAG, and Agents
Context window128k262k
Cheapest output$0.60/1M tokens$3.90/1M tokens
Provider routes2 tracked3 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose GPT-4o-mini Search Preview when...
  • GPT-4o-mini Search Preview has the lower cheapest tracked output price at $0.60/1M tokens.
  • Local decision data tags GPT-4o-mini Search Preview for RAG, Long context, and Classification.
Choose Qwen3-Max when...
  • Qwen3-Max has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Qwen3-Max has broader tracked provider coverage for fallback and route flexibility.
  • Qwen3-Max uniquely exposes Vision, Multimodal, and JSON / Tool use in local model data.
  • Local decision data tags Qwen3-Max 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 GPT-4o-mini Search Preview

GPT-4o-mini Search Preview

$270

Cheapest tracked route/tier: OpenRouter

Qwen3-Max

$1,599

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $1,329. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GPT-4o-mini Search Preview -> Qwen3-Max
  • Provider overlap exists on OpenRouter and Vercel AI Gateway; start route-level A/B tests there.
  • Qwen3-Max is $3.30/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Qwen3-Max adds Vision, Multimodal, and JSON / Tool use in local capability data.
Qwen3-Max -> GPT-4o-mini Search Preview
  • Provider overlap exists on OpenRouter and Vercel AI Gateway; start route-level A/B tests there.
  • GPT-4o-mini Search Preview is $3.30/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision, Multimodal, and JSON / Tool use before moving production traffic.

Specs

Specification
Released2025-02-262025-04-28
Context window128k262k
Parameters
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryApache 2.0OSI-approved
OpennessProprietaryOpen source
WeightsNot releasedUnknown
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff2023-102025-12

Pricing and availability

Pricing attributeGPT-4o-mini Search PreviewQwen3-Max
Input price$0.15/1M tokens
0-32,001t
$1.20/1M tokens
0-128,001t
$2.40/1M tokens
128,001t+
$3/1M tokens
Output price$0.60/1M tokens
0-32,001t
$6/1M tokens
0-128,001t
$12/1M tokens
128,001t+
$15/1M tokens
Providers

Capabilities

CapabilityGPT-4o-mini Search PreviewQwen3-Max
VisionNoYes
MultimodalNoYes
ReasoningNoNo
JSON / Tool useNoYes
Structured outputsYesYes
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

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