Qwen3 235B A22B vs Fugu Max
| Signal | Qwen3 235B A22B | Delta | Fugu Max |
|---|---|---|---|
Capabilities | 67 | -33 | |
Benchmarks | 55 | +55 | |
Pricing | 98 | +4 | |
Context window size | 81 | -14 | |
Recency | 40 | -60 | |
Output Capacity | 63 | -19 | |
| Overall Result | 2 wins | of 6 | 4 wins |
Score History
54
current score
Qwen3 235B A22B
right now
40
current score
Qwen3 235B A22B
Alibaba
Fugu Max
sakana
Qwen3 235B A22B saves you $363.50/month
That's $4362.00/year compared to Fugu Max at your current usage level of 100K calls/month.
| Metric | Qwen3 235B A22B | Fugu Max | Winner |
|---|---|---|---|
| Overall Score | 54 | 40 | Qwen3 235B A22B |
| Rank | #223 | #248 | Qwen3 235B A22B |
| Quality Rank | #223 | #248 | Qwen3 235B A22B |
| Adoption Rank | #223 | #248 | Qwen3 235B A22B |
| Parameters | 235B | -- | -- |
| Context Window | 131K | 1000K | Fugu Max |
| Pricing | $0.45/$1.82/M | $2.00/$6.00/M | -- |
| Signal Scores | |||
| Capabilities | 67 | 100 | Fugu Max |
| Benchmarks | 55 | -- | Qwen3 235B A22B |
| Pricing | 98 | 94 | Qwen3 235B A22B |
| Context window size | 81 | 95 | Fugu Max |
| Recency | 40 | 100 | Fugu Max |
| Output Capacity | 63 | 82 | Fugu Max |
Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.
Scores 54/100 (rank #223), placing it in the top 23% of all 290 models tracked.
Scores 40/100 (rank #248), placing it in the top 15% of all 290 models tracked.
Qwen3 235B A22B has a 14-point advantage, which typically translates to noticeably better performance on complex reasoning, code generation, and multi-step tasks.
Choose Qwen3 235B A22B when you need:
- High-volume production workloads where API costs must be minimized
- Step-by-step reasoning and chain-of-thought problem solving
- Self-hosted deployments where you need full control over the model
Choose Fugu Max when you need:
- Processing long documents or large codebases (1000K token context)
- Multimodal workflows that require image understanding
- Step-by-step reasoning and chain-of-thought problem solving
Qwen3 235B A22B offers 72% better value per quality point. At 1M tokens/day, you'd spend $34.13/month with Qwen3 235B A22B vs $120.00/month with Fugu Max - a $85.88 monthly difference.
Both models have comparable response speeds. For most applications, the latency difference is negligible.
When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.
Code generation & review
Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring
Customer support chatbot
Suitable for user-facing chat with competitive response times. Qwen3 235B A22B also offers lower per-token costs for high-volume support
Long document analysis
Larger context window (1000K tokens) can process longer documents, contracts, and research papers in a single pass
Batch data extraction
Lower output pricing ($1.82/M) reduces costs when processing thousands of records daily
Creative writing & content
Higher overall composite score (54/100) correlates with better nuance, coherence, and style in long-form content
Image understanding & OCR
Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly
Qwen3 235B A22B clearly outperforms Fugu Max with a significant 14-point lead. For most general use cases, Qwen3 235B A22B is the stronger choice. However, Fugu Max may still excel in niche scenarios.
By Use Case
Best for Quality
Qwen3 235B A22B
Marginally better benchmark scores; both are excellent
Best for Cost
Qwen3 235B A22B
72% lower pricing; better value at scale
Best for Reliability
Qwen3 235B A22B
Higher uptime and faster response speeds
Best for Prototyping
Qwen3 235B A22B
Stronger community support and better developer experience
Best for Production
Qwen3 235B A22B
Wider enterprise adoption and proven at scale
by Alibaba
- Choose for Quality - Marginally better benchmark scores; both are excellent
- Choose for Cost - 72% lower pricing; better value at scale
- Choose for Reliability - Higher uptime and faster response speeds
- Choose for Prototyping - Stronger community support and better developer experience
- Choose for Production - Wider enterprise adoption and proven at scale
| Capability | Qwen3 235B A22B | Fugu Max |
|---|---|---|
| Vision (Image Input)differs | ||
| Function Calling | ||
| Streaming | ||
| JSON Mode | ||
| Reasoning | ||
| Web Searchdiffers | ||
| Image Output |
Qwen3 235B A22B
Alibaba
Fugu Max
sakana
Qwen3 235B A22B saves you $7.80/month
That's 72% cheaper than Fugu Max at 1,000 tokens/request and 100 requests/day.
Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.
| Parameter | Qwen3 235B A22B | Fugu Max |
|---|---|---|
| Context Window | 131K | 1M |
| Max Output Tokens | 8,192 | 128,000 |
| Open Source | Yes | No |
| Created | Apr 28, 2025 | Sep 11, 2026 |