GPT-5.4 Image 2 vs Stable Diffusion 3.5
| Signal | GPT-5.4 Image 2 | Delta | Stable Diffusion 3.5 |
|---|---|---|---|
Capabilities | 86 | +71 | |
Benchmarks | 90 | +90 | |
Pricing | 85 | +80 | |
Context window size | 97 | +97 | |
Recency | 100 | +84 | |
Output Capacity | 100 | +80 | |
| Overall Result | 6 wins | of 6 | 0 wins |
Score History
91.3
current score
GPT-5.4 Image 2
right now
11.9
current score
GPT-5.4 Image 2
OpenAI
Stable Diffusion 3.5
Stability AI
Stable Diffusion 3.5 saves you $1550.00/month
That's $18600.00/year compared to GPT-5.4 Image 2 at your current usage level of 100K calls/month.
| Metric | GPT-5.4 Image 2 | Stable Diffusion 3.5 | Winner |
|---|---|---|---|
| Overall Score | 91 | 12 | GPT-5.4 Image 2 |
| Rank | #1 | #10 | GPT-5.4 Image 2 |
| Quality Rank | #1 | #10 | GPT-5.4 Image 2 |
| Adoption Rank | #1 | #10 | GPT-5.4 Image 2 |
| Parameters | -- | -- | -- |
| Context Window | 272K | -- | -- |
| Pricing | $8.00/$15.00/M | Free | -- |
| Signal Scores | |||
| Capabilities | 86 | 14 | GPT-5.4 Image 2 |
| Benchmarks | 90 | -- | GPT-5.4 Image 2 |
| Pricing | 85 | 5 | GPT-5.4 Image 2 |
| Context window size | 97 | 0 | GPT-5.4 Image 2 |
| Recency | 100 | 16 | GPT-5.4 Image 2 |
| Output Capacity | 100 | 20 | GPT-5.4 Image 2 |
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 91/100 (rank #1), placing it in the top 100% of all 290 models tracked.
Scores 12/100 (rank #10), placing it in the top 97% of all 290 models tracked.
GPT-5.4 Image 2 has a 79-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.
Choose GPT-5.4 Image 2 when you need:
- Processing long documents or large codebases (272K token context)
- Multimodal workflows that require image understanding
- Step-by-step reasoning and chain-of-thought problem solving
Choose Stable Diffusion 3.5 when you need:
- High-volume production workloads where API costs must be minimized
- Self-hosted deployments where you need full control over the model
Both models are priced similarly, so the decision comes down to quality and features rather than cost.
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. Stable Diffusion 3.5 also offers lower per-token costs for high-volume support
Long document analysis
Larger context window (272K tokens) can process longer documents, contracts, and research papers in a single pass
Batch data extraction
Lower output pricing ($0.00/M) reduces costs when processing thousands of records daily
Creative writing & content
Higher overall composite score (91/100) 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
GPT-5.4 Image 2 clearly outperforms Stable Diffusion 3.5 with a significant 79.39999999999999-point lead. For most general use cases, GPT-5.4 Image 2 is the stronger choice. However, Stable Diffusion 3.5 may still excel in niche scenarios.
By Use Case
Best for Quality
GPT-5.4 Image 2
Marginally better benchmark scores; both are excellent
Best for Cost
Stable Diffusion 3.5
100% lower pricing; better value at scale
Best for Reliability
GPT-5.4 Image 2
Higher uptime and faster response speeds
Best for Prototyping
GPT-5.4 Image 2
Stronger community support and better developer experience
Best for Production
GPT-5.4 Image 2
Wider enterprise adoption and proven at scale
by OpenAI
- Choose for Quality - Marginally better benchmark scores; both are excellent
- 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 | GPT-5.4 Image 2 | Stable Diffusion 3.5 |
|---|---|---|
| Vision (Image Input)differs | ||
| Function Calling | ||
| Streamingdiffers | ||
| JSON Modediffers | ||
| Reasoningdiffers | ||
| Web Searchdiffers | ||
| Image Output |
GPT-5.4 Image 2
OpenAI
Stable Diffusion 3.5
Stability AI
Stable Diffusion 3.5 saves you $32.40/month
That's 100% cheaper than GPT-5.4 Image 2 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 | GPT-5.4 Image 2 | Stable Diffusion 3.5 |
|---|---|---|
| Context Window | 272K | -- |
| Max Output Tokens | 128,000 | -- |
| Open Source | No | Yes |
| Created | Apr 21, 2026 | Oct 22, 2024 |