Head-to-head comparison
GPT-5.4 mini vs. Qwen 3.8 Max 0902
Compare published benchmark results from matching versions and cohorts, API pricing, and technical specifications. Any documented test setup differences remain visible.
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- distinct benchmarks
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Specifications
General specifications
Release date, availability, context window, architecture, and published parameter counts at a glance. Undisclosed details remain marked as unavailable.
| Attribute | GPT-5.4 mini | Qwen 3.8 Max 0902 |
|---|---|---|
| Provider | OpenAI | Alibaba |
| Released | Mar 2026 | Sep 2, 2026 |
| Availability | Active | API-only |
| Model type | Proprietary | Proprietary |
| Parameters | Not published | 2.4T, 95B active |
| Architecture | Not published | Mixture of Experts |
| Context window | 400,000 tokens | 1,000,000 tokens |
| Knowledge cutoff | August 31, 2025 | Not published |
| Technical sources | Model | Model |
Pricing
API pricing compared
The table compares official standard API rates per 1M tokens, including published cache pricing. Batch, fast, priority, regional surcharges, tool calls, and cloud platform pricing are excluded.
| Price type | GPT-5.4 mini | Qwen 3.8 Max 0902 |
|---|---|---|
| API input | $0.75 | $1.65 |
| API output | $4.5 | $4.95 |
| Cache read | $0.07 | $0.21 |
| Cache write (5 min.) | Not listed | Not listed |
| Cache write (1 hr.) | Not listed | Not listed |
| Price verified | 07/30/2026 Source | 09/03/2026 Source |
Key to the marks:better valuebetter, but not conclusivetie
Pricing by provider
Direct developer pricing and provider endpoint tariffs routed through OpenRouter are listed separately. Prices are in USD per 1M tokens. Context-dependent direct tiers plus regional, Flex, Priority, and other OpenRouter tariffs remain individually identifiable.
| Model | Provider | Purchase route and tariff | Input per 1M tokens | Output per 1M tokens | Source |
|---|---|---|---|---|---|
| GPT-5.4 mini | OpenAI | Direct from developerStandard API | $0.75 | $4.5 | Source07/30/2026 |
| Azure | Via OpenRouterazure | $0.75 | $4.5 | Source09/03/2026 | |
| Azure | Via OpenRouterazure/us | $0.825 | $4.95 | Source09/03/2026 | |
| OpenAI | Via OpenRouteropenai | $0.75 | $4.5 | Source09/03/2026 | |
| OpenAI | Via OpenRouteropenai/fast | $1.5 | $9 | Source09/03/2026 | |
| OpenAI | Via OpenRouteropenai/flex | Lowest listed price: $0.375 | Lowest listed price: $2.25 | Source09/03/2026 | |
| Qwen 3.8 Max 0902 | Alibaba | Direct from developerStandard API | Lowest listed price: $1.65 | Lowest listed price: $4.951 | Source09/03/2026 |
| Alibaba | Via OpenRouteralibaba | $2 | $6 | Source09/03/2026 |
Performance
Shared benchmarks
Only published results with the same benchmark version, task, metric, and comparison cohort are paired. Different reasoning levels, agents, harnesses, or output limits appear directly in the table.
Capability profile from matched benchmarks
Each axis averages directly matched benchmark families. A value of 100 means the stronger value within this pair, not a universal quality score.
Not enough directly matched categories for a reliable radar
Only 0 of at least 5 categories have comparable, direct model measurements. The benchmark tables below show the available evidence without filling missing axes.
No directly comparable result series yet
No published benchmark for GPT-5.4 mini and Qwen 3.8 Max 0902 currently matches in version, task, metric, and comparison cohort. We therefore show no estimated or blended values.
How to read this comparison
Winning one benchmark is not an overall verdict
Your workload, budget, and required context length matter most. A coding benchmark says little about visual understanding or agent performance.
The standard price table uses direct developer rates. The provider comparison labels OpenRouter endpoints, regions, and special tariffs separately.
Every result links to its measurement source and retrieval date. Labels distinguish vendor reports, official benchmark leaderboards, and independent evaluations. Disputed or archived results are excluded.
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