GPT-5.4 mini vs Qwen3 235B-A22B
GPT-5.4 mini comes out ahead, 63 to 51 on our weighted score, though Qwen3 235B-A22B is 27% cheaper per token.
- Our pick
OpenAI
GPT-5.4 mini
63/100- ECI148.8
- Price$0.75 / $4.50
- Context400K
Alibaba (Qwen)
Qwen3 235B-A22B
51/100- ECI139.4
- Price$0.70 / $2.80
- Context131K
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Make it a three-way comparison.
GPT-5.4 mini is our pick
GPT-5.4 mini is the better all-round choice, scoring 63/100 against Qwen3 235B-A22B (51). It leads on capability, inputs & features and context window. Qwen3 235B-A22B wins on price. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.
- CapabilityGPT-5.4 miniCapabilities Index (ECI): GPT-5.4 mini 148.8 · Qwen3 235B-A22B 139.4
- Lowest priceQwen3 235B-A22BQwen3 235B-A22B $1.23 · GPT-5.4 mini $1.69 per 1M tokens (3:1 blend)
- Longest contextGPT-5.4 miniGPT-5.4 mini 400,000 · Qwen3 235B-A22B 131,072 tokens
- Widest inputsGPT-5.4 miniGPT-5.4 mini: Text, Images · Qwen3 235B-A22B: Text
- Self-hostingQwen3 235B-A22BPublishes downloadable weights
| Measure | Weight | GPT-5.4 mini | Qwen3 235B-A22B |
|---|---|---|---|
| CapabilityCapabilities Index (ECI) | 50% | 77 | 65 |
| Price | 25% | 39 | 46 |
| Inputs & features | 15% | 70 | 35 |
| Context window | 10% | 44 | 24 |
| Overall | 100% | 63/100 | 51/100 |
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | ||
|---|---|---|
| Capability | ||
| Capabilities Index (ECI) | 148.8 (best) | 139.4 |
| ECI rank | #56 of 148 (best) | #103 of 148 |
| GPQA DiamondGraduate-level science questions | 86.9% (best) | 70.7% |
| FrontierMath Tiers 1–3Research-level mathematics | 51.2% | — |
| OTIS Mock AIME 2024–2025Competition mathematics | 88.9% | — |
| SimpleQA VerifiedShort factual questions | 29.4% | — |
| Price per million tokens | ||
| Input | $0.75 | $0.70 (best) |
| Output | $4.50 | $2.80 (best) |
| Cached input | $0.075 | — |
| Blended (3:1) | $1.69 | $1.23 (best) |
| Long-context rate | Same rate | Same rate |
| Price source | Official OpenAI API | Official Alibaba API |
| Limits | ||
| Context window | 400,000 tokens (best) | 131,072 tokens |
| Max output | 128,000 tokens (best) | 16,384 tokens |
| Inputs and features | ||
| Text | Yes | Yes |
| Images | Yes | No |
| PDFs | No | No |
| Audio | No | No |
| Video | No | No |
| Reasoning | Yeslow · medium · high · xhigh | Yes |
| Tool calling | Yes | Yes |
| Structured output | Yes | No |
| Availability | ||
| Weights | Proprietary | Open |
| API model ID | gpt-5.4-mini | qwen3-235b-a22b |
| API providers | 29 (best) | 7 |
| Released | Mar 17, 2026 | Apr 28, 2025 |
| Knowledge cutoff | Aug 31, 2025 | Apr 2025 |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
GPT-5.4 mini$16.50
Qwen3 235B-A22B$12.60
Which should you choose?
Which is better: GPT-5.4 mini or Qwen3 235B-A22B?
GPT-5.4 mini is the better all-round choice, scoring 63/100 against Qwen3 235B-A22B (51). It leads on capability, inputs & features and context window. Qwen3 235B-A22B wins on price. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.
Which is cheaper, GPT-5.4 mini or Qwen3 235B-A22B?
Qwen3 235B-A22B is cheaper at $0.70 input / $2.80 output per million tokens (official Alibaba API price). GPT-5.4 mini costs $0.75 input / $4.50 output per million tokens (official OpenAI API price). At a typical mix of three input tokens to one output token, that is $1.23 per million tokens for Qwen3 235B-A22B versus $1.69 for GPT-5.4 mini (1.4× as much).
Which scores higher on benchmarks?
GPT-5.4 mini scores higher on the Capabilities Index (ECI): GPT-5.4 mini 148.8 (#56 of 148) and Qwen3 235B-A22B 139.4 (#103 of 148). Their confidence ranges do not overlap (147.1–150.5 vs 135.2–140.8), so the gap is a real one. On individual benchmarks: GPQA Diamond — GPT-5.4 mini 86.9%, Qwen3 235B-A22B 70.7%.
Which is better for coding?
There are no published SWE-bench Verified results for GPT-5.4 mini and Qwen3 235B-A22B yet, so there is no like-for-like coding score. On overall capability, GPT-5.4 mini leads, which tends to carry over to coding, but test on your own codebase. Both support tool calling for agent workflows.
Which has the bigger context window?
GPT-5.4 mini has the largest context window at 400,000 tokens, against 131,072 for Qwen3 235B-A22B. Maximum output per response: GPT-5.4 mini up to 128,000, Qwen3 235B-A22B up to 16,384 tokens.
Which can read images, PDFs, audio or video?
GPT-5.4 mini accepts text and images; Qwen3 235B-A22B accepts text. GPT-5.4 mini handles the widest range of inputs.
Are any of these open source?
Qwen3 235B-A22B publishes its weights and can be self-hosted; GPT-5.4 mini is proprietary.
Which is newer?
GPT-5.4 mini is the newest, released Mar 17, 2026. Qwen3 235B-A22B came out Apr 28, 2025. Knowledge cutoff: GPT-5.4 mini Aug 31, 2025, Qwen3 235B-A22B Apr 2025.
How do you decide the winner?
Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Oct 4, 2026.