Model comparison
GPT-5.4 nano vs Qwen3 Max
Head-to-head evidence from 12 shared benchmark results across 5 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: GPT-5.4 nano #25 (Supported); Qwen3 Max #128 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. GPT-5.4 nano and Qwen3 Max share 12 comparable benchmark results. 0 of 8 categories are comparable. 17 results are unique to GPT-5.4 nano; 2 to Qwen3 Max.
Updated July 23, 2026- Shared results
- 12
- GPT-5.4 nano only
- 17
- Qwen3 Max only
- 2
- Comparable categories
- 0 / 8
Benchmark data for GPT-5.4 nano and Qwen3 Max is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 12 shared benchmark results across 5 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.
Qwen3 Max has the larger context window at 1M, compared with 400K for GPT-5.4 nano.
Category breakdown
Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.
| Category | GPT-5.4 nano | Δ | Qwen3 Max |
|---|---|---|---|
| Agentic | GPT-5.4 nano42.9 | MarginNo overlap | Qwen3 MaxNot measured |
| Knowledge | GPT-5.4 nano43.8 | MarginNo overlap | Qwen3 MaxNot measured |
| Math | GPT-5.4 nano21.0 | MarginNo overlap | Qwen3 MaxNot measured |
| Multimodal | GPT-5.4 nano66.1 | MarginNo overlap | Qwen3 MaxNot measured |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | GPT-5.4 nano | Qwen3 Max | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | GPT-5.4 nano$0.2 input / $1.25 output | Qwen3 MaxNot available | A complete price comparison is not available. |
| Generation speedtokens per second | GPT-5.4 nano191 tok/s | Qwen3 MaxNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | GPT-5.4 nano3.64 s | Qwen3 MaxNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | GPT-5.4 nano400K | Qwen3 Max1M | Qwen3 Max lists the larger context window. |
Benchmark Deep Dive
Agentic10 benchmarks
| Benchmark | GPT-5.4 nano | Qwen3 Max | Result |
|---|---|---|---|
| Terminal-Bench 2.0Source | 46.3% | — | Not comparable |
| OSWorld-VerifiedSource | 39% | — | Not comparable |
| MCP AtlasSource | 56.1% | — | Not comparable |
| ToolathlonSource | 35.5% | — | Not comparable |
| τ²-bench resultsSource | 76% | 74.3% | GPT-5.4 nano leads |
| AA Agentic IndexSource | 27.5% | — | Not comparable |
| APEX-Agents-AASource | 24.9% | — | Not comparable |
| GDPval-AASource | 30.0% | — | Not comparable |
| GDPval-AASource | 1100 | — | Not comparable |
| Gert LabsSource | — | 43.74% | Not comparable |
Coding3 benchmarks
Reasoning2 benchmarks
Knowledge9 benchmarks
| Benchmark | GPT-5.4 nano | Qwen3 Max | Result |
|---|---|---|---|
| GPQASource | 82.8% | — | Not comparable |
| HLESource | 37.7% | — | Not comparable |
| HLE w/o toolsSource | 24.3% | — | Not comparable |
| Artificial Analysis Intelligence IndexSource | 38.2% | 24.0% | GPT-5.4 nano leads |
| AA-GPQA DiamondSource | 81.7% | 76.4% | GPT-5.4 nano leads |
| AA-HLESource | 26.5% | 11.1% | GPT-5.4 nano leads |
| AA-Omniscience IndexSource | -29.5% | -43.1% | GPT-5.4 nano leads |
| AA-Omniscience AccuracySource | 25.4% | 24.4% | GPT-5.4 nano leads |
| AA-Omniscience Hallucination RateSource | 73.6% | 89.4% | GPT-5.4 nano leads |
Math2 benchmarks
Multimodal4 benchmarks
Inst. Following1 benchmarks
| Benchmark | GPT-5.4 nano | Qwen3 Max | Result |
|---|---|---|---|
| AA-IFBenchSource | 75.9% | 44.1% | GPT-5.4 nano leads |
Frequently Asked Questions (3)
Can I compare GPT-5.4 nano and Qwen3 Max on BenchLM yet?
Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.
Why does this comparison show “coming soon”?
BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.
What data is available for GPT-5.4 nano and Qwen3 Max today?
GPT-5.4 nano: $0.20 input / $1.25 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.
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